Associations

[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Unnamed: 0.1

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

CA

-0.87

PA

-0.83

Unnamed: 0

0.76

market_value

-0.61

value_2020

-0.61

Value

-0.58

highest_market_value_in_gbp

-0.58

Wage

-0.57

market_value_in_gbp

-0.57

value_2022

-0.57

Age

0.57

Ant

-0.56

Age_2020

0.55

Vis

-0.48

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.80

Based

0.80

Best Role

0.64

Fir

0.57

Pas

0.56

Cnt

0.54

Dec

0.53

Cmp

0.45

Acc

0.43

Pac

0.42

Best Pos

0.42

Tea

0.41

Sta

0.41

Agi

0.40

MOST FREQUENT VALUES

204

1

1.1%

2246

1

1.1%

1389

1

1.1%

618

1

1.1%

1028

1

1.1%

1015

1

1.1%

1745

1

1.1%

682

1

1.1%

148

1

1.1%

1632

1

1.1%

285

1

1.1%

647

1

1.1%

1081

1

1.1%

1960

1

1.1%

1265

1

1.1%

SMALLEST VALUES

1

1.1%

15

1

1.1%

25

1

1.1%

32

1

1.1%

40

1

1.1%

109

1

1.1%

139

1

1.1%

142

1

1.1%

147

1

1.1%

148

1

1.1%

152

1

1.1%

155

1

1.1%

173

1

1.1%

182

1

1.1%

204

1

1.1%

LARGEST VALUES

2927

1

1.1%

2904

1

1.1%

2869

1

1.1%

2867

1

1.1%

2735

1

1.1%

2637

1

1.1%

2577

1

1.1%

2570

1

1.1%

2414

1

1.1%

2281

1

1.1%

2249

1

1.1%

2246

1

1.1%

2234

1

1.1%

2121

1

1.1%

2105

1

1.1%

player_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age_2020

-0.67

Age

-0.67

PA

0.30

Fla

0.29

L Th

-0.29

value_diff

0.29

highest_market_value_in_gbp

0.29

market_value_in_gbp

0.27

value_2022

0.27

Value

0.22

Fin

0.22

OtB

0.21

Tec

0.20

Mar

-0.20

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.57

Based

0.57

Best Role

0.55

Tea

0.50

Pac

0.48

Acc

0.44

Agi

0.42

Pas

0.39

Cmp

0.39

sub_position

0.36

Best Pos

0.36

TRO

0.34

Fir

0.32

Aer

0.29

MOST FREQUENT VALUES

243028

1

1.1%

594546

1

1.1%

70114

1

1.1%

163656

1

1.1%

202318

1

1.1%

236471

1

1.1%

225015

1

1.1%

275935

1

1.1%

264372

1

1.1%

289272

1

1.1%

348623

1

1.1%

298796

1

1.1%

215592

1

1.1%

117432

1

1.1%

138399

1

1.1%

SMALLEST VALUES

60793

1

1.1%

60957

1

1.1%

61887

1

1.1%

66953

1

1.1%

70114

1

1.1%

75067

1

1.1%

77715

1

1.1%

96043

1

1.1%

99691

1

1.1%

107525

1

1.1%

111038

1

1.1%

117432

1

1.1%

118689

1

1.1%

120977

1

1.1%

124182

1

1.1%

LARGEST VALUES

594546

1

1.1%

569777

1

1.1%

507162

1

1.1%

500067

1

1.1%

480763

1

1.1%

466810

1

1.1%

451858

1

1.1%

451306

1

1.1%

440163

1

1.1%

424784

1

1.1%

418560

1

1.1%

403315

1

1.1%

358166

1

1.1%

357164

1

1.1%

351816

1

1.1%

last_season

MISSING:

---

TOP CATEGORIES

2021

90

100%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

last_season
PROVIDES INFORMATION ON...

value_cat

1.00

pred

1.00

real

1.00

Pac

0.00

Tea

0.00

sub_position

0.00

Best Pos

0.00

Kic

0.00

Sta

0.00

Cmp

0.00

Cnt

0.00

Preferred Foot

0.00

Best Role

0.00

Thr

0.00

THESE FEATURES
GIVE INFORMATION
ON last_season:

position

1.00

sub_position

1.00

foot

1.00

Position_2020

1.00

Division

1.00

Based

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Thr

1.00

Tea

1.00

Sta

1.00

TRO

1.00

Ref

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

last_season
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

player_id

0.00

current_club_id

0.00

height_in_cm

0.00

market_value_in_gbp

0.00

highest_market_value_in_gbp

0.00

Age_2020

0.00

fm_player_index

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Age

0.00

Value

0.00

Wage

0.00

current_club_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

fm_player_index

0.25

CA

-0.22

Vis

-0.21

Agg

-0.21

PA

-0.19

Str

-0.18

Age_2020

0.18

Age

0.17

Tec

-0.17

Unnamed: 0

0.17

L Th

0.15

market_value

-0.14

value_2020

-0.14

Value

-0.14

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.62

Based

0.62

Best Role

0.42

Cmp

0.42

Pas

0.36

Best Pos

0.32

Fir

0.32

Sta

0.31

sub_position

0.29

Dec

0.26

Pac

0.26

Agi

0.26

Acc

0.21

TRO

0.19

MOST FREQUENT VALUES

124

5

5.6%

12

3

3.3%

80

3

3.3%

2410

2

2.2%

995

2

2.2%

338

2

2.2%

449

2

2.2%

399

2

2.2%

2423

2

2.2%

41231

2

2.2%

1050

2

2.2%

5

2

2.2%

383

1

1.1%

29

1

1.1%

367

1

1.1%

SMALLEST VALUES

3

1

1.1%

5

2

2.2%

10

1

1.1%

12

3

3.3%

15

1

1.1%

16

1

1.1%

18

1

1.1%

24

1

1.1%

29

1

1.1%

36

1

1.1%

58

1

1.1%

80

3

3.3%

82

1

1.1%

89

1

1.1%

124

5

5.6%

LARGEST VALUES

41231

2

2.2%

16795

1

1.1%

10484

1

1.1%

6418

1

1.1%

6195

1

1.1%

3911

1

1.1%

3725

1

1.1%

3709

1

1.1%

3205

1

1.1%

2995

1

1.1%

2715

1

1.1%

2687

1

1.1%

2671

1

1.1%

2457

1

1.1%

2423

2

2.2%

name

MISSING:

---

1

1%

-

jan-bednarek

1

1%

-

uilton

1

1%

-

anton-zabolotnyi

1

1%

-

connor-goldson

1

1%

-

farid-boulaya

1

1%

-

ozan-tufan

1

1%

-

carlos-akapo

1

1%

-

dorukhan-tokoz

1

1%

-

viktor-tsygankov

1

1%

-

martin-merquelanz

1

1%

-

mason-holgate

1

1%

-

erick-gutierrez

1

1%

-

haris-hajradinovic

1

1%

-

kevin-behrens

1

1%

-

ibragim-tsallagov

1

1%

-

joachim-andersen

1

1%

-

marc-cucurella

1

1%

-

chidera-ejuke

1

1%

-

sergiy-sydorchuk

1

1%

-

joao-cancelo

1

1%

-

nikolaos-ioannidis

1

1%

-

marvin-peersman

1

1%

-

danilo-soares

1

1%

-

miguel-mellado

1

1%

-

facundo-bertoglio

1

1%

-

ryan-jack

1

1%

-

robert-andrich

1

1%

-

kaan-arslan

1

1%

-

benjamin-bourigeaud

1

1%

-

luis-suarez

1

1%

-

danilo-cataldi

1

1%

-

jens-stage

1

1%

-

nick-bakker

1

1%

-

bogdan-mykhaylichenko

1

1%

-

manuel-prietl

1

1%

-

juan-foyth

1

1%

-

abdon-prats

1

1%

-

benno-schmitz

1

1%

-

abel-camara

1

1%

-

erling-haaland

1

1%

-

moses-simon

1

1%

-

xaver-schlager

1

1%

-

leonardo-spinazzola

1

1%

-

luis-rioja

1

1%

-

callum-mcgregor

1

1%

-

ansu-fati

1

1%

-

alfredo-morelos

1

1%

-

amir-rrahmani

1

1%

-

emrah-bassan

1

1%

-

borja-mayoral

1

1%

-

rick-karsdorp

1

1%

-

liam-cooper

1

1%

-

dennis-appiah

1

1%

-

wilfred-ndidi

1

1%

-

fidel

1

1%

-

carlos-gruezo

1

1%

-

federico-macheda

1

1%

-

djibril-sow

1

1%

-

curtis-main

1

1%

-

georgios-masouras

30

33%

-

(Other)

pretty_name

MISSING:

---

1

1%

-

Jan Bednarek

1

1%

-

Uilton

1

1%

-

Anton Zabolotnyi

1

1%

-

Connor Goldson

1

1%

-

Farid Boulaya

1

1%

-

Ozan Tufan

1

1%

-

Carlos Akapo

1

1%

-

Dorukhan Tokoz

1

1%

-

Viktor Tsygankov

1

1%

-

Martin Merquelanz

1

1%

-

Mason Holgate

1

1%

-

Erick Gutierrez

1

1%

-

Haris Hajradinovic

1

1%

-

Kevin Behrens

1

1%

-

Ibragim Tsallagov

1

1%

-

Joachim Andersen

1

1%

-

Marc Cucurella

1

1%

-

Chidera Ejuke

1

1%

-

Sergiy Sydorchuk

1

1%

-

Joao Cancelo

1

1%

-

Nikolaos Ioannidis

1

1%

-

Marvin Peersman

1

1%

-

Danilo Soares

1

1%

-

Miguel Mellado

1

1%

-

Facundo Bertoglio

1

1%

-

Ryan Jack

1

1%

-

Robert Andrich

1

1%

-

Kaan Arslan

1

1%

-

Benjamin Bourigeaud

1

1%

-

Luis Suarez

1

1%

-

Danilo Cataldi

1

1%

-

Jens Stage

1

1%

-

Nick Bakker

1

1%

-

Bogdan Mykhaylichenko

1

1%

-

Manuel Prietl

1

1%

-

Juan Foyth

1

1%

-

Abdon Prats

1

1%

-

Benno Schmitz

1

1%

-

Abel Camara

1

1%

-

Erling Haaland

1

1%

-

Moses Simon

1

1%

-

Xaver Schlager

1

1%

-

Leonardo Spinazzola

1

1%

-

Luis Rioja

1

1%

-

Callum Mcgregor

1

1%

-

Ansu Fati

1

1%

-

Alfredo Morelos

1

1%

-

Amir Rrahmani

1

1%

-

Emrah Bassan

1

1%

-

Borja Mayoral

1

1%

-

Rick Karsdorp

1

1%

-

Liam Cooper

1

1%

-

Dennis Appiah

1

1%

-

Wilfred Ndidi

1

1%

-

Fidel

1

1%

-

Carlos Gruezo

1

1%

-

Federico Macheda

1

1%

-

Djibril Sow

1

1%

-

Curtis Main

1

1%

-

Georgios Masouras

30

33%

-

(Other)

country_of_birth

MISSING:

---

9

10%

-

Spain

7

8%

-

Germany

7

8%

-

England

6

7%

-

France

5

6%

-

Portugal

5

6%

-

Turkey

4

4%

-

Brazil

4

4%

-

Argentina

3

3%

-

UdSSR

3

3%

-

Nigeria

3

3%

-

Denmark

3

3%

-

Netherlands

3

3%

-

Italy

2

2%

-

Colombia

2

2%

-

Guinea-Bissau

2

2%

-

Belgium

2

2%

-

Greece

2

2%

-

Scotland

2

2%

-

Austria

2

2%

-

Sweden

2

2%

-

Russia

1

1%

-

Poland

1

1%

-

Mexico

1

1%

-

Israel

1

1%

-

Macedonia

1

1%

-

Senegal

1

1%

-

Yugoslavia (Republic)

1

1%

-

Uzbekistan

1

1%

-

Ecuador

1

1%

-

Switzerland

1

1%

-

Japan

1

1%

-

CSSR

1

1%

-

Ukraine

country_of_citizenship_x

MISSING:

---

9

10%

-

Spain

6

7%

-

Turkey

5

6%

-

Portugal

5

6%

-

Germany

5

6%

-

England

4

4%

-

Russia

4

4%

-

Brazil

4

4%

-

Argentina

3

3%

-

France

3

3%

-

Denmark

3

3%

-

Ukraine

3

3%

-

Algeria

3

3%

-

Scotland

3

3%

-

Nigeria

3

3%

-

Italy

3

3%

-

Greece

3

3%

-

Netherlands

2

2%

-

Austria

2

2%

-

Colombia

2

2%

-

Belgium

1

1%

-

Kosovo

1

1%

-

Bosnia-Herzegovina

1

1%

-

Mexico

1

1%

-

Equatorial Guinea

1

1%

-

Norway

1

1%

-

Poland

1

1%

-

Sweden

1

1%

-

Uzbekistan

1

1%

-

Senegal

1

1%

-

Ecuador

1

1%

-

Switzerland

1

1%

-

Japan

1

1%

-

Slovakia

1

1%

-

Guinea

1

1%

-

Guinea-Bissau

date_of_birth

MISSING:

---

1

1%

-

1996-04-12

1

1%

-

1992-07-25

1

1%

-

1991-06-13

1

1%

-

1992-12-18

1

1%

-

1993-02-25

1

1%

-

1995-03-23

1

1%

-

1993-03-12

1

1%

-

1996-05-21

1

1%

-

1997-11-15

1

1%

-

1995-06-12

1

1%

-

1996-10-22

1

1%

-

1995-06-15

1

1%

-

1994-02-18

1

1%

-

1991-02-03

1

1%

-

1990-12-12

1

1%

-

1996-05-31

1

1%

-

1998-07-22

1

1%

-

1998-01-02

1

1%

-

1991-05-02

1

1%

-

1994-05-27

1

1%

-

1994-04-26

1

1%

-

1991-02-10

1

1%

-

1991-10-29

1

1%

-

1993-03-18

1

1%

-

1990-06-30

1

1%

-

1992-02-27

1

1%

-

1994-09-22

1

1%

-

2001-01-28

1

1%

-

1994-01-14

1

1%

-

1997-12-02

1

1%

-

1994-08-06

1

1%

-

1996-11-08

1

1%

-

1992-07-21

1

1%

-

1997-03-21

1

1%

-

1991-08-03

1

1%

-

1998-01-12

1

1%

-

1992-12-07

1

1%

-

1994-11-17

1

1%

-

1990-01-06

1

1%

-

2000-07-21

1

1%

-

1995-07-12

1

1%

-

1997-09-28

1

1%

-

1993-03-25

1

1%

-

1993-10-16

1

1%

-

1993-06-14

1

1%

-

2002-10-31

1

1%

-

1996-06-21

1

1%

-

1994-02-24

1

1%

-

1992-04-17

1

1%

-

1997-04-05

1

1%

-

1995-02-11

1

1%

-

1991-08-30

1

1%

-

1992-06-09

1

1%

-

1996-12-16

1

1%

-

1989-10-27

1

1%

-

1995-04-19

1

1%

-

1991-08-22

1

1%

-

1997-02-06

1

1%

-

1992-06-20

1

1%

-

1994-01-01

30

33%

-

(Other)

position

MISSING:

---

TOP CATEGORIES

Attack

38

42%

Defender

29

32%

Midfield

23

26%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

position
PROVIDES INFORMATION ON...

last_season

1.00

Position_2020

1.00

value_cat

1.00

pred

1.00

real

1.00

sub_position

0.51

Best Pos

0.50

Best Role

0.39

Tea

0.19

Division

0.11

Based

0.11

Sta

0.11

Fir

0.10

Pac

0.09

THESE FEATURES
GIVE INFORMATION
ON position:

sub_position

1.00

Position_2020

1.00

Best Pos

1.00

Best Role

1.00

Tea

0.36

Division

0.31

Based

0.31

Fir

0.19

Sta

0.18

Pac

0.16

Agi

0.14

Pas

0.14

Acc

0.13

Dec

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

position
CORRELATION RATIO WITH...

Tck

0.89

Mar

0.87

Fin

0.80

Lon

0.70

Pos

0.70

Pen

0.62

Fla

0.60

OtB

0.57

Dri

0.52

Wor

0.48

L Th

0.47

Tec

0.44

Bra

0.44

Ldr

0.40

sub_position

MISSING:

---

TOP CATEGORIES

attack - Centre-Forward

16

18%

Defender - Centre-Back

14

16%

midfield - Central Midfield

12

13%

midfield - Defensive Midfield

11

12%

attack - Left Winger

11

12%

Defender - Right-Back

8

9%

Defender - Left-Back

7

8%

attack - Right Winger

6

7%

midfield - Attacking Midfield

5

6%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

sub_position
PROVIDES INFORMATION ON...

last_season

1.00

position

1.00

Position_2020

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Pos

0.80

Best Role

0.59

Division

0.35

Based

0.35

Tea

0.31

Acc

0.28

Pas

0.26

Agi

0.25

THESE FEATURES
GIVE INFORMATION
ON sub_position:

Best Pos

0.80

Best Role

0.77

position

0.51

Position_2020

0.51

Division

0.49

Based

0.49

Tea

0.30

Pas

0.25

Acc

0.25

Agi

0.25

Fir

0.25

Cnt

0.20

Pac

0.20

Dec

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

sub_position
CORRELATION RATIO WITH...

Mar

0.92

Tck

0.91

Fin

0.83

Pos

0.79

Lon

0.78

OtB

0.75

Dri

0.72

Fla

0.70

Hea

0.69

Cro

0.69

Weight

0.69

height_in_cm

0.68

Height

0.67

Pen

0.66

foot

MISSING:

---

TOP CATEGORIES

Right

63

70%

Left

24

27%

Both

3

3%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

foot
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Preferred Foot

0.39

Best Role

0.11

Best Pos

0.10

Division

0.08

Based

0.08

sub_position

0.07

Cnt

0.07

Aer

0.07

Ecc

0.07

Tea

0.07

THESE FEATURES
GIVE INFORMATION
ON foot:

Preferred Foot

0.57

Best Role

0.43

Division

0.33

Based

0.33

Best Pos

0.31

sub_position

0.21

Tea

0.20

Cnt

0.19

Acc

0.18

Agi

0.18

Pac

0.18

Cmp

0.17

Fir

0.15

Aer

0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

foot
CORRELATION RATIO WITH...

Vis

0.39

Str

0.32

Weight

0.32

Hea

0.24

Jum

0.24

Tec

0.23

Cro

0.23

Cor

0.23

fm_player_index

0.22

Agg

0.21

Ant

0.21

Lon

0.20

height_in_cm

0.20

Fre

0.20

height_in_cm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.95

Jum

0.85

Hea

0.76

Weight

0.71

Str

0.57

Dri

-0.49

Cro

-0.47

Tec

-0.41

Cor

-0.40

Fla

-0.37

Lon

-0.35

Fre

-0.34

Vis

-0.34

Mar

0.30

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.73

sub_position

0.68

Division

0.66

Based

0.66

Best Pos

0.65

Agi

0.58

Fir

0.50

Acc

0.44

Cnt

0.39

Pas

0.37

Tea

0.37

Pac

0.36

position

0.31

Position_2020

0.31

MOST FREQUENT VALUES

185

7

7.8%

176

7

7.8%

187

6

6.7%

182

6

6.7%

178

6

6.7%

179

6

6.7%

184

5

5.6%

192

5

5.6%

180

4

4.4%

177

4

4.4%

188

4

4.4%

181

3

3.3%

190

3

3.3%

175

3

3.3%

189

3

3.3%

SMALLEST VALUES

168

2

2.2%

170

2

2.2%

171

1

1.1%

172

1

1.1%

173

2

2.2%

174

3

3.3%

175

3

3.3%

176

7

7.8%

177

4

4.4%

178

6

6.7%

179

6

6.7%

180

4

4.4%

181

3

3.3%

182

6

6.7%

183

1

1.1%

LARGEST VALUES

195

1

1.1%

192

5

5.6%

191

2

2.2%

190

3

3.3%

189

3

3.3%

188

4

4.4%

187

6

6.7%

186

3

3.3%

185

7

7.8%

184

5

5.6%

183

1

1.1%

182

6

6.7%

181

3

3.3%

180

4

4.4%

179

6

6.7%

market_value_in_gbp

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_2022

1.00

highest_market_value_in_gbp

0.99

value_diff

0.91

Value

0.89

Wage

0.77

PA

0.73

market_value

0.68

value_2020

0.68

CA

0.67

Unnamed: 0.1

-0.57

Age

-0.56

Age_2020

-0.54

Ant

0.42

Unnamed: 0

-0.36

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cmp

0.76

Pac

0.56

Division

0.52

Based

0.52

Fir

0.52

Best Role

0.46

Acc

0.46

Cnt

0.41

Ref

0.40

Agi

0.34

Best Pos

0.32

Han

0.30

Pas

0.30

Dec

0.28

MOST FREQUENT VALUES

1350000.0

6

6.7%

22500000.0

5

5.6%

3150000.0

4

4.4%

7200000.0

4

4.4%

16200000.0

4

4.4%

1800000.0

4

4.4%

11700000.0

3

3.3%

6300000.0

3

3.3%

540000.0

3

3.3%

180000.0

3

3.3%

2700000.0

3

3.3%

630000.0

2

2.2%

1980000.0

2

2.2%

25200000.0

2

2.2%

6750000.0

2

2.2%

SMALLEST VALUES

135000.0

1

1.1%

180000.0

3

3.3%

270000.0

1

1.1%

315000.0

1

1.1%

360000.0

2

2.2%

405000.0

1

1.1%

450000.0

1

1.1%

540000.0

3

3.3%

630000.0

2

2.2%

653000.0

1

1.1%

810000.0

1

1.1%

1080000.0

2

2.2%

1350000.0

6

6.7%

1620000.0

1

1.1%

1800000.0

4

4.4%

LARGEST VALUES

135000000.0

1

1.1%

63000000.0

1

1.1%

58500000.0

1

1.1%

54000000.0

2

2.2%

29700000.0

1

1.1%

25200000.0

2

2.2%

24300000.0

1

1.1%

22500000.0

5

5.6%

19800000.0

2

2.2%

18000000.0

2

2.2%

16200000.0

4

4.4%

14400000.0

1

1.1%

12600000.0

2

2.2%

11700000.0

3

3.3%

9000000.0

2

2.2%

highest_market_value_in_gbp

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

0.99

value_2022

0.99

Value

0.91

value_diff

0.89

Wage

0.77

PA

0.75

market_value

0.69

value_2020

0.69

CA

0.68

Age

-0.58

Unnamed: 0.1

-0.58

Age_2020

-0.56

Ant

0.43

Unnamed: 0

-0.37

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cmp

0.73

Pac

0.53

Division

0.53

Based

0.53

Fir

0.51

Acc

0.47

Best Role

0.46

Cnt

0.42

Ref

0.39

Agi

0.35

Pas

0.31

Best Pos

0.31

Dec

0.29

Han

0.28

MOST FREQUENT VALUES

22500000.0

5

5.6%

2700000.0

5

5.6%

2250000.0

4

4.4%

1800000.0

4

4.4%

9000000.0

4

4.4%

3150000.0

4

4.4%

6300000.0

3

3.3%

13500000.0

3

3.3%

900000.0

3

3.3%

540000.0

3

3.3%

16200000.0

3

3.3%

12600000.0

3

3.3%

18000000.0

2

2.2%

6750000.0

2

2.2%

4950000.0

2

2.2%

SMALLEST VALUES

158000.0

1

1.1%

270000.0

1

1.1%

360000.0

1

1.1%

405000.0

1

1.1%

450000.0

1

1.1%

540000.0

3

3.3%

675000.0

1

1.1%

720000.0

1

1.1%

900000.0

3

3.3%

1080000.0

1

1.1%

1130000.0

1

1.1%

1350000.0

1

1.1%

1530000.0

1

1.1%

1620000.0

1

1.1%

1800000.0

4

4.4%

LARGEST VALUES

135000000.0

1

1.1%

72000000.0

1

1.1%

63000000.0

1

1.1%

58500000.0

1

1.1%

54000000.0

1

1.1%

36000000.0

1

1.1%

28800000.0

1

1.1%

27000000.0

1

1.1%

25200000.0

1

1.1%

24300000.0

1

1.1%

23400000.0

1

1.1%

22500000.0

5

5.6%

19800000.0

2

2.2%

18000000.0

2

2.2%

16200000.0

3

3.3%

url

MISSING:

---

1

1%

-

https://www.transfermarkt.co.uk/jan-bednarek/profil/spieler/243028

1

1%

-

https://www.transfermarkt.co.uk/uilton/profil/spieler/594546

1

1%

-

https://www.transfermarkt.co.uk/anton-zabolotnyi/profil/spieler/70114

1

1%

-

https://www.transfermarkt.co.uk/connor-goldson/profil/spieler/163656

1

1%

-

https://www.transfermarkt.co.uk/farid-boulaya/profil/spieler/202318

1

1%

-

https://www.transfermarkt.co.uk/ozan-tufan/profil/spieler/236471

1

1%

-

https://www.transfermarkt.co.uk/carlos-akapo/profil/spieler/225015

1

1%

-

https://www.transfermarkt.co.uk/dorukhan-tokoz/profil/spieler/275935

1

1%

-

https://www.transfermarkt.co.uk/viktor-tsygankov/profil/spieler/264372

1

1%

-

https://www.transfermarkt.co.uk/martin-merquelanz/profil/spieler/289272

1

1%

-

https://www.transfermarkt.co.uk/mason-holgate/profil/spieler/348623

1

1%

-

https://www.transfermarkt.co.uk/erick-gutierrez/profil/spieler/298796

1

1%

-

https://www.transfermarkt.co.uk/haris-hajradinovic/profil/spieler/215592

1

1%

-

https://www.transfermarkt.co.uk/kevin-behrens/profil/spieler/117432

1

1%

-

https://www.transfermarkt.co.uk/ibragim-tsallagov/profil/spieler/138399

1

1%

-

https://www.transfermarkt.co.uk/joachim-andersen/profil/spieler/260827

1

1%

-

https://www.transfermarkt.co.uk/marc-cucurella/profil/spieler/284857

1

1%

-

https://www.transfermarkt.co.uk/chidera-ejuke/profil/spieler/500067

1

1%

-

https://www.transfermarkt.co.uk/sergiy-sydorchuk/profil/spieler/124182

1

1%

-

https://www.transfermarkt.co.uk/joao-cancelo/profil/spieler/182712

1

1%

-

https://www.transfermarkt.co.uk/nikolaos-ioannidis/profil/spieler/182685

1

1%

-

https://www.transfermarkt.co.uk/marvin-peersman/profil/spieler/125769

1

1%

-

https://www.transfermarkt.co.uk/danilo-soares/profil/spieler/154396

1

1%

-

https://www.transfermarkt.co.uk/miguel-mellado/profil/spieler/440163

1

1%

-

https://www.transfermarkt.co.uk/facundo-bertoglio/profil/spieler/107525

1

1%

-

https://www.transfermarkt.co.uk/ryan-jack/profil/spieler/60793

1

1%

-

https://www.transfermarkt.co.uk/robert-andrich/profil/spieler/159088

1

1%

-

https://www.transfermarkt.co.uk/kaan-arslan/profil/spieler/507162

1

1%

-

https://www.transfermarkt.co.uk/benjamin-bourigeaud/profil/spieler/266359

1

1%

-

https://www.transfermarkt.co.uk/luis-suarez/profil/spieler/424784

1

1%

-

https://www.transfermarkt.co.uk/danilo-cataldi/profil/spieler/199733

1

1%

-

https://www.transfermarkt.co.uk/jens-stage/profil/spieler/289835

1

1%

-

https://www.transfermarkt.co.uk/nick-bakker/profil/spieler/210921

1

1%

-

https://www.transfermarkt.co.uk/bogdan-mykhaylichenko/profil/spieler/294730

1

1%

-

https://www.transfermarkt.co.uk/manuel-prietl/profil/spieler/152317

1

1%

-

https://www.transfermarkt.co.uk/juan-foyth/profil/spieler/480763

1

1%

-

https://www.transfermarkt.co.uk/abdon-prats/profil/spieler/177452

1

1%

-

https://www.transfermarkt.co.uk/benno-schmitz/profil/spieler/160968

1

1%

-

https://www.transfermarkt.co.uk/abel-camara/profil/spieler/158380

1

1%

-

https://www.transfermarkt.co.uk/erling-haaland/profil/spieler/418560

1

1%

-

https://www.transfermarkt.co.uk/moses-simon/profil/spieler/274862

1

1%

-

https://www.transfermarkt.co.uk/xaver-schlager/profil/spieler/223979

1

1%

-

https://www.transfermarkt.co.uk/leonardo-spinazzola/profil/spieler/118689

1

1%

-

https://www.transfermarkt.co.uk/luis-rioja/profil/spieler/278837

1

1%

-

https://www.transfermarkt.co.uk/callum-mcgregor/profil/spieler/120977

1

1%

-

https://www.transfermarkt.co.uk/ansu-fati/profil/spieler/466810

1

1%

-

https://www.transfermarkt.co.uk/alfredo-morelos/profil/spieler/338962

1

1%

-

https://www.transfermarkt.co.uk/amir-rrahmani/profil/spieler/257732

1

1%

-

https://www.transfermarkt.co.uk/emrah-bassan/profil/spieler/177031

1

1%

-

https://www.transfermarkt.co.uk/borja-mayoral/profil/spieler/298976

1

1%

-

https://www.transfermarkt.co.uk/rick-karsdorp/profil/spieler/205006

1

1%

-

https://www.transfermarkt.co.uk/liam-cooper/profil/spieler/75067

1

1%

-

https://www.transfermarkt.co.uk/dennis-appiah/profil/spieler/111038

1

1%

-

https://www.transfermarkt.co.uk/wilfred-ndidi/profil/spieler/274839

1

1%

-

https://www.transfermarkt.co.uk/fidel/profil/spieler/149231

1

1%

-

https://www.transfermarkt.co.uk/carlos-gruezo/profil/spieler/189475

1

1%

-

https://www.transfermarkt.co.uk/federico-macheda/profil/spieler/61887

1

1%

-

https://www.transfermarkt.co.uk/djibril-sow/profil/spieler/212723

1

1%

-

https://www.transfermarkt.co.uk/curtis-main/profil/spieler/77715

1

1%

-

https://www.transfermarkt.co.uk/georgios-masouras/profil/spieler/329517

30

33%

-

(Other)

Age_2020

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age

0.98

player_id

-0.67

PA

-0.58

highest_market_value_in_gbp

-0.56

Unnamed: 0.1

0.55

market_value_in_gbp

-0.54

value_2022

-0.54

Value

-0.49

CA

-0.47

value_diff

-0.46

market_value

-0.41

value_2020

-0.41

Wage

-0.35

Det

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.65

Based

0.65

Best Role

0.55

Acc

0.49

Cmp

0.46

Pac

0.45

Dec

0.43

Agi

0.40

Tea

0.38

Cnt

0.38

Fir

0.35

Preferred Foot

0.31

Sta

0.31

TRO

0.28

MOST FREQUENT VALUES

25

17

18.9%

28

12

13.3%

23

10

11.1%

26

10

11.1%

27

9

10.0%

24

9

10.0%

22

8

8.9%

29

5

5.6%

21

4

4.4%

30

2

2.2%

20

1

1.1%

17

1

1.1%

19

1

1.1%

18

1

1.1%

SMALLEST VALUES

17

1

1.1%

18

1

1.1%

19

1

1.1%

20

1

1.1%

21

4

4.4%

22

8

8.9%

23

10

11.1%

24

9

10.0%

25

17

18.9%

26

10

11.1%

27

9

10.0%

28

12

13.3%

29

5

5.6%

30

2

2.2%

LARGEST VALUES

30

2

2.2%

29

5

5.6%

28

12

13.3%

27

9

10.0%

26

10

11.1%

25

17

18.9%

24

9

10.0%

23

10

11.1%

22

8

8.9%

21

4

4.4%

20

1

1.1%

19

1

1.1%

18

1

1.1%

17

1

1.1%

Position_2020

MISSING:

---

TOP CATEGORIES

2

38

42%

0

29

32%

1

23

26%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Position_2020
PROVIDES INFORMATION ON...

last_season

1.00

position

1.00

value_cat

1.00

pred

1.00

real

1.00

sub_position

0.51

Best Pos

0.50

Best Role

0.39

Tea

0.19

Division

0.11

Based

0.11

Sta

0.11

Fir

0.10

Pac

0.09

THESE FEATURES
GIVE INFORMATION
ON Position_2020:

position

1.00

sub_position

1.00

Best Pos

1.00

Best Role

1.00

Tea

0.36

Division

0.31

Based

0.31

Fir

0.19

Sta

0.18

Pac

0.16

Agi

0.14

Pas

0.14

Acc

0.13

Dec

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position_2020
CORRELATION RATIO WITH...

Tck

0.89

Mar

0.87

Fin

0.80

Lon

0.70

Pos

0.70

Pen

0.62

Fla

0.60

OtB

0.57

Dri

0.52

Wor

0.48

L Th

0.47

Tec

0.44

Bra

0.44

Ldr

0.40

fm_player_index

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

current_club_id

0.25

Tec

-0.24

Dri

-0.20

Fla

-0.19

Vis

-0.18

Fre

-0.18

Cro

-0.18

Mar

0.18

Bra

0.17

Weight

0.17

Ldr

0.16

Value

-0.16

OtB

-0.16

Tck

0.16

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.73

Based

0.73

Best Role

0.48

Tea

0.42

Cmp

0.39

Acc

0.37

Pas

0.37

Fir

0.37

Pac

0.36

Agi

0.36

sub_position

0.35

Best Pos

0.35

Cnt

0.34

Dec

0.32

MOST FREQUENT VALUES

11489

1

1.1%

533

1

1.1%

76688

1

1.1%

15360

1

1.1%

43551

1

1.1%

59896

1

1.1%

93004

1

1.1%

59909

1

1.1%

61652

1

1.1%

24635

1

1.1%

15252

1

1.1%

64693

1

1.1%

27874

1

1.1%

19869

1

1.1%

76708

1

1.1%

SMALLEST VALUES

160

1

1.1%

374

1

1.1%

533

1

1.1%

739

1

1.1%

5730

1

1.1%

5883

1

1.1%

7066

1

1.1%

7171

1

1.1%

7569

1

1.1%

11489

1

1.1%

14879

1

1.1%

15252

1

1.1%

15321

1

1.1%

15360

1

1.1%

15397

1

1.1%

LARGEST VALUES

96908

1

1.1%

94954

1

1.1%

93004

1

1.1%

92023

1

1.1%

91460

1

1.1%

76775

1

1.1%

76708

1

1.1%

76698

1

1.1%

76688

1

1.1%

69896

1

1.1%

68272

1

1.1%

67128

1

1.1%

64693

1

1.1%

63090

1

1.1%

61785

1

1.1%

Unnamed: 0

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

CA

-0.85

PA

-0.82

Unnamed: 0.1

0.76

Tec

-0.56

Vis

-0.55

Ant

-0.52

Bal

-0.51

Fla

-0.45

Dri

-0.45

Nat

-0.41

Value

-0.40

Cro

-0.40

Wage

-0.40

market_value

-0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.85

Based

0.85

Pas

0.70

Fir

0.67

Cnt

0.62

Best Role

0.61

Pac

0.59

Tea

0.59

Cmp

0.59

Sta

0.56

Dec

0.44

Agi

0.44

Acc

0.39

Best Pos

0.38

MOST FREQUENT VALUES

2172

1

1.1%

7956

1

1.1%

19640

1

1.1%

2072

1

1.1%

16002

1

1.1%

3675

1

1.1%

15880

1

1.1%

3366

1

1.1%

500

1

1.1%

6128

1

1.1%

831

1

1.1%

1251

1

1.1%

14282

1

1.1%

50739

1

1.1%

16971

1

1.1%

SMALLEST VALUES

5

1

1.1%

29

1

1.1%

168

1

1.1%

200

1

1.1%

265

1

1.1%

336

1

1.1%

352

1

1.1%

500

1

1.1%

672

1

1.1%

759

1

1.1%

826

1

1.1%

831

1

1.1%

889

1

1.1%

919

1

1.1%

1150

1

1.1%

LARGEST VALUES

83204

1

1.1%

60516

1

1.1%

50739

1

1.1%

39953

1

1.1%

39821

1

1.1%

39528

1

1.1%

36784

1

1.1%

36660

1

1.1%

35041

1

1.1%

30518

1

1.1%

27315

1

1.1%

26330

1

1.1%

21264

1

1.1%

19669

1

1.1%

19640

1

1.1%

Name

MISSING:

---

1

1%

-

Jan Bednarek

1

1%

-

Welthon

1

1%

-

Anton Zabolotny

1

1%

-

Connor Goldson

1

1%

-

Farid Boulaya

1

1%

-

Ozan Tufan

1

1%

-

Carlos Akapo

1

1%

-

Dorukhan TokÃ¶z

1

1%

-

Victor Tsygankov

1

1%

-

MartÃn Merquelanz

1

1%

-

Mason Holgate

1

1%

-

Erick GutiÃ©rrez

1

1%

-

Haris Hajradinovic

1

1%

-

Kevin Behrens

1

1%

-

Ibragim Tsallagov

1

1%

-

Joachim Andersen

1

1%

-

Marc Cucurella

1

1%

-

Chidera Ejuke

1

1%

-

Sergiy Sydorchuk

1

1%

-

JoÃ£o Cancelo

1

1%

-

Nikos Ioannidis

1

1%

-

Marvin Peersman

1

1%

-

Danilo Soares

1

1%

-

Miguel Mellado

1

1%

-

Facundo Bertoglio

1

1%

-

Ryan Jack

1

1%

-

Robert Andrich

1

1%

-

IÅÄ±k Kaan Arslan

1

1%

-

Benjamin Bourigeaud

1

1%

-

Luis SuÃ¡rez

1

1%

-

Danilo Cataldi

1

1%

-

Jens Stage

1

1%

-

Nick Bakker

1

1%

-

Bogdan Mykhaylichenko

1

1%

-

Manuel Prietl

1

1%

-

Juan Foyth

1

1%

-

AbdÃ³n Prats

1

1%

-

Benno Schmitz

1

1%

-

Abel CamarÃ¡

1

1%

-

Erling Haaland

1

1%

-

Moses Simon

1

1%

-

Xaver Schlager

1

1%

-

Leonardo Spinazzola

1

1%

-

Luis Rioja

1

1%

-

Callum McGregor

1

1%

-

Ansu Fati

1

1%

-

Alfredo Morelos

1

1%

-

Amir Rrahmani

1

1%

-

Emrah BaÅsan

1

1%

-

Borja Mayoral

1

1%

-

Rick Karsdorp

1

1%

-

Liam Cooper

1

1%

-

Dennis Appiah

1

1%

-

Wilfred Ndidi

1

1%

-

Fidel

1

1%

-

Carlos Gruezo

1

1%

-

Federico Macheda

1

1%

-

Djibril Sow

1

1%

-

Curtis Main

1

1%

-

Giorgos Masouras

30

33%

-

(Other)

Position

MISSING:

---

14

16%

-

DM, M (C)

12

13%

-

ST (C)

11

12%

-

D (C)

4

4%

-

D (RC)

3

3%

-

M/AM (RL)

3

3%

-

AM (RL), ST (C)

2

2%

-

DM, M/AM (C)

2

2%

-

AM (RC), ST (C)

2

2%

-

D/WB (L)

2

2%

-

AM (RLC)

2

2%

-

M (RL), AM (RLC)

2

2%

-

D/WB (RL)

2

2%

-

M (L), AM (RL)

2

2%

-

M (C), AM (LC)

1

1%

-

M (C)

1

1%

-

DM, M (RLC), AM (C)

1

1%

-

D (LC)

1

1%

-

D/WB/M (L)

1

1%

-

AM (C), ST (C)

1

1%

-

D/WB (R), DM

1

1%

-

D/WB/M (RL)

1

1%

-

AM (R), ST (C)

1

1%

-

D (LC), WB (L)

1

1%

-

M (C), AM (RLC)

1

1%

-

D (R)

1

1%

-

M/AM (L)

1

1%

-

M/AM (R), ST (C)

1

1%

-

M (LC), AM (C)

1

1%

-

M (L), AM (LC)

1

1%

-

D/WB (R), DM, M (C)

1

1%

-

D/WB/M/AM (L)

1

1%

-

D/WB/M/AM (R)

1

1%

-

DM, M/AM (LC)

1

1%

-

AM (LC), ST (C)

1

1%

-

D (C), DM, M (C)

1

1%

-

D (R), M (C)

1

1%

-

M/AM (RL), ST (C)

1

1%

-

AM (RC)

1

1%

-

D/WB/M (R)

1

1%

-

D/WB (R)

1

1%

-

M (RC), AM (R)

Club

MISSING:

---

5

6%

-

Rangers

3

3%

-

Sochi

3

3%

-

Villarreal

2

2%

-

FC Nantes

2

2%

-

Union Berlin

2

2%

-

Milan

2

2%

-

Roma

2

2%

-

Leeds

2

2%

-

Dynamo Kyiv

2

2%

-

Feyenoord

1

1%

-

PSV

1

1%

-

Rennes

1

1%

-

FenerbahÃ§e

1

1%

-

CÃ¡diz

1

1%

-

BeÅiktaÅ

1

1%

-

Real Sociedad

1

1%

-

Everton

1

1%

-

FC Emmen

1

1%

-

Hapoel Tel-Aviv

1

1%

-

KasÄ±mpaÅa

1

1%

-

Ergene VelimeÅe Spor

1

1%

-

SV Sandhausen II

1

1%

-

Fulham

1

1%

-

Getafe

1

1%

-

sc Heerenveen

1

1%

-

FC Metz

1

1%

-

P. Ferreira

1

1%

-

Zorya

1

1%

-

VfL Bochum

1

1%

-

Aldosivi

1

1%

-

Granada

1

1%

-

Man City

1

1%

-

AlavÃ©s

1

1%

-

VfL Wolfsburg

1

1%

-

Lazio

1

1%

-

FC KÃ¸benhavn

1

1%

-

Borussia Dortmund

1

1%

-

Feirense

1

1%

-

1. FC KÃ¶ln

1

1%

-

Mallorca

1

1%

-

Arminia Bielefeld

1

1%

-

Southampton

1

1%

-

AMG

1

1%

-

Apollon

1

1%

-

Celtic

1

1%

-

Xanthi

1

1%

-

Braga

1

1%

-

Rizespor

1

1%

-

Partizan

1

1%

-

Platense

1

1%

-

Olympiakos

1

1%

-

Aberdeen

1

1%

-

Eintracht Frankfurt

1

1%

-

Panathinaikos

1

1%

-

FC Augsburg

1

1%

-

Elche

1

1%

-

Leicester

1

1%

-

Bld. Erzurumspor

1

1%

-

FamalicÃ£o

1

1%

-

Fatih KaragÃ¼mrÃ¼k

15

17%

-

(Other)

Division

MISSING:

---

TOP CATEGORIES

Spanish First Division

10

11%

English Premier Division

8

9%

Bundesliga

8

9%

Turkish Super League

7

8%

Ladbrokes Premiership

7

8%

Italian Serie A

7

8%

Eredivisie

6

7%

Ligue 1 Conforama

5

6%

Russian Premier League

5

6%

Greek Super League 1

4

4%

Portuguese Premier League

3

3%

Ukrainian Premier League

3

3%

3F Superliga

2

2%

Spanish Second Division

2

2%

Portuguese Second League

1

1%

Argentine Premier Division

1

1%

Bundesliga 2

1

1%

(Other)

10

11%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Division
PROVIDES INFORMATION ON...

last_season

1.00

Based

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.55

sub_position

0.49

Pac

0.48

Fir

0.48

Agi

0.46

Best Pos

0.46

Tea

0.45

Pas

0.45

Dec

0.44

THESE FEATURES
GIVE INFORMATION
ON Division:

Based

1.00

Best Role

0.52

sub_position

0.35

Fir

0.34

Best Pos

0.33

Agi

0.32

Pas

0.31

Pac

0.31

Tea

0.31

Dec

0.28

Acc

0.28

Cnt

0.27

Sta

0.27

Cmp

0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Division
CORRELATION RATIO WITH...

Unnamed: 0

0.85

Unnamed: 0.1

0.80

CA

0.80

Ant

0.76

PA

0.75

fm_player_index

0.73

Pos

0.70

Height

0.69

Dri

0.69

Jum

0.68

market_value

0.68

value_2020

0.68

Bal

0.67

Tec

0.67

Based

MISSING:

---

TOP CATEGORIES

Spain (First Division)

10

11%

England (Premier Division)

8

9%

Germany (Bundesliga)

8

9%

Turkey (Super League)

7

8%

Scotland (Ladbrokes Premiership)

7

8%

Italy (Serie A)

7

8%

Holland (Eredivisie)

6

7%

France (Ligue 1 Conforama)

5

6%

Russia (Premier League)

5

6%

Greece (Super League)

4

4%

Portugal (Premier League)

3

3%

Ukraine (Premier League)

3

3%

Denmark (3F Superliga)

2

2%

Spain (Second Division)

2

2%

Portugal (Second League)

1

1%

Argentina (Premier Division)

1

1%

Germany (Bundesliga 2)

1

1%

(Other)

10

11%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Based
PROVIDES INFORMATION ON...

last_season

1.00

Division

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.55

sub_position

0.49

Pac

0.48

Fir

0.48

Agi

0.46

Best Pos

0.46

Tea

0.45

Pas

0.45

Dec

0.44

THESE FEATURES
GIVE INFORMATION
ON Based:

Division

1.00

Best Role

0.52

sub_position

0.35

Fir

0.34

Best Pos

0.33

Agi

0.32

Pas

0.31

Pac

0.31

Tea

0.31

Dec

0.28

Acc

0.28

Cnt

0.27

Sta

0.27

Cmp

0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Based
CORRELATION RATIO WITH...

Unnamed: 0

0.85

Unnamed: 0.1

0.80

CA

0.80

Ant

0.76

PA

0.75

fm_player_index

0.73

Pos

0.70

Height

0.69

Dri

0.69

Jum

0.68

market_value

0.68

value_2020

0.68

Bal

0.67

Tec

0.67

Nation

MISSING:

---

9

10%

-

ESP

6

7%

-

TUR

5

6%

-

POR

5

6%

-

GER

5

6%

-

ENG

4

4%

-

RUS

4

4%

-

BRA

4

4%

-

ARG

3

3%

-

FRA

3

3%

-

DEN

3

3%

-

UKR

3

3%

-

ALG

3

3%

-

SCO

3

3%

-

NGA

3

3%

-

ITA

3

3%

-

GRE

3

3%

-

NED

2

2%

-

AUT

2

2%

-

COL

2

2%

-

BEL

1

1%

-

KVX

1

1%

-

BIH

1

1%

-

MEX

1

1%

-

EQG

1

1%

-

NOR

1

1%

-

POL

1

1%

-

SWE

1

1%

-

UZB

1

1%

-

SEN

1

1%

-

ECU

1

1%

-

SUI

1

1%

-

JPN

1

1%

-

SVK

1

1%

-

GUI

1

1%

-

GNB

Height

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

height_in_cm

0.95

Jum

0.87

Weight

0.76

Hea

0.75

Str

0.61

Dri

-0.53

Cro

-0.49

Tec

-0.43

Cor

-0.41

Fla

-0.40

Fre

-0.34

Vis

-0.34

Lon

-0.34

Mar

0.30

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.73

Division

0.69

Based

0.69

Best Pos

0.69

sub_position

0.67

Agi

0.62

Fir

0.53

Acc

0.45

Cnt

0.41

Pas

0.38

Pac

0.37

Tea

0.36

Pun

0.30

position

0.29

MOST FREQUENT VALUES

185

10

11.1%

178

9

10.0%

179

6

6.7%

187

5

5.6%

192

5

5.6%

176

5

5.6%

188

4

4.4%

186

4

4.4%

182

4

4.4%

180

4

4.4%

184

3

3.3%

181

3

3.3%

177

3

3.3%

183

3

3.3%

172

3

3.3%

SMALLEST VALUES

164

1

1.1%

168

1

1.1%

170

3

3.3%

171

2

2.2%

172

3

3.3%

173

3

3.3%

174

2

2.2%

175

1

1.1%

176

5

5.6%

177

3

3.3%

178

9

10.0%

179

6

6.7%

180

4

4.4%

181

3

3.3%

182

4

4.4%

LARGEST VALUES

194

1

1.1%

193

1

1.1%

192

5

5.6%

191

1

1.1%

190

1

1.1%

189

2

2.2%

188

4

4.4%

187

5

5.6%

186

4

4.4%

185

10

11.1%

184

3

3.3%

183

3

3.3%

182

4

4.4%

181

3

3.3%

180

4

4.4%

Weight

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.76

Jum

0.73

height_in_cm

0.71

Hea

0.65

Str

0.65

Dri

-0.52

Cro

-0.48

Tec

-0.47

Vis

-0.41

Fla

-0.38

Cor

-0.38

Fre

-0.32

Lon

-0.30

Mar

0.26

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.71

sub_position

0.69

Agi

0.68

Division

0.67

Based

0.67

Best Pos

0.66

Fir

0.51

Acc

0.51

Cnt

0.42

Pac

0.42

Pas

0.41

Cmp

0.34

Sta

0.32

foot

0.32

MOST FREQUENT VALUES

74

12

13.3%

70

7

7.8%

68

6

6.7%

75

5

5.6%

80

5

5.6%

69

5

5.6%

79

4

4.4%

73

4

4.4%

83

4

4.4%

77

3

3.3%

65

3

3.3%

72

3

3.3%

87

3

3.3%

76

3

3.3%

81

3

3.3%

SMALLEST VALUES

55

1

1.1%

60

1

1.1%

61

1

1.1%

64

1

1.1%

65

3

3.3%

66

3

3.3%

67

3

3.3%

68

6

6.7%

69

5

5.6%

70

7

7.8%

71

1

1.1%

72

3

3.3%

73

4

4.4%

74

12

13.3%

75

5

5.6%

LARGEST VALUES

90

1

1.1%

87

3

3.3%

86

2

2.2%

85

1

1.1%

84

3

3.3%

83

4

4.4%

82

1

1.1%

81

3

3.3%

80

5

5.6%

79

4

4.4%

78

1

1.1%

77

3

3.3%

76

3

3.3%

75

5

5.6%

74

12

13.3%

Age

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Age_2020

0.98

player_id

-0.67

PA

-0.60

highest_market_value_in_gbp

-0.58

Unnamed: 0.1

0.57

market_value_in_gbp

-0.56

value_2022

-0.56

Value

-0.50

CA

-0.49

value_diff

-0.48

market_value

-0.41

value_2020

-0.41

Wage

-0.35

Det

-0.34

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.65

Based

0.65

Best Role

0.57

Acc

0.50

Cmp

0.46

Pac

0.46

Dec

0.45

Agi

0.42

Tea

0.40

Cnt

0.37

Fir

0.36

Preferred Foot

0.33

Best Pos

0.31

Sta

0.30

MOST FREQUENT VALUES

27

14

15.6%

24

13

14.4%

25

12

13.3%

26

10

11.1%

28

9

10.0%

23

8

8.9%

22

8

8.9%

21

8

8.9%

29

2

2.2%

20

2

2.2%

18

2

2.2%

30

1

1.1%

16

1

1.1%

SMALLEST VALUES

16

1

1.1%

18

2

2.2%

20

2

2.2%

21

8

8.9%

22

8

8.9%

23

8

8.9%

24

13

14.4%

25

12

13.3%

26

10

11.1%

27

14

15.6%

28

9

10.0%

29

2

2.2%

30

1

1.1%

LARGEST VALUES

30

1

1.1%

29

2

2.2%

28

9

10.0%

27

14

15.6%

26

10

11.1%

25

12

13.3%

24

13

14.4%

23

8

8.9%

22

8

8.9%

21

8

8.9%

20

2

2.2%

18

2

2.2%

16

1

1.1%

Preferred Foot

MISSING:

---

TOP CATEGORIES

Right

61

68%

Left

14

16%

Left Only

7

8%

Right Only

5

6%

Either

3

3%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Preferred Foot
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

foot

0.57

Best Role

0.14

Division

0.13

Based

0.13

Cnt

0.13

Best Pos

0.12

Acc

0.12

sub_position

0.11

Cmp

0.11

Fir

0.11

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:

foot

0.39

Division

0.38

Based

0.38

Best Role

0.38

Best Pos

0.26

Cnt

0.25

sub_position

0.23

Acc

0.23

Fir

0.22

Cmp

0.20

Agi

0.20

Tea

0.18

Sta

0.18

Pas

0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Preferred Foot
CORRELATION RATIO WITH...

Vis

0.45

Dri

0.36

Jum

0.33

Bra

0.33

Age

0.33

Ldr

0.32

Hea

0.31

Age_2020

0.31

L Th

0.31

Cro

0.31

Fre

0.29

PA

0.28

Bal

0.28

Fin

0.27

Best Pos

MISSING:

---

TOP CATEGORIES

ST (C)

17

19%

D (C)

15

17%

M (C)

14

16%

AM (L)

13

14%

DM

9

10%

D (R)

7

8%

D (L)

5

6%

AM (C)

4

4%

AM (R)

4

4%

WB (L)

1

1%

WB (R)

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Best Pos
PROVIDES INFORMATION ON...

last_season

1.00

position

1.00

Position_2020

1.00

value_cat

1.00

pred

1.00

real

1.00

sub_position

0.80

Best Role

0.66

Tea

0.34

Division

0.33

Based

0.33

foot

0.31

Agi

0.30

Acc

0.29

THESE FEATURES
GIVE INFORMATION
ON Best Pos:

Best Role

0.86

sub_position

0.80

position

0.50

Position_2020

0.50

Division

0.46

Based

0.46

Tea

0.32

Agi

0.29

Acc

0.26

Pas

0.26

Fir

0.25

Pac

0.24

Cnt

0.20

Sta

0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Pos
CORRELATION RATIO WITH...

Mar

0.91

Tck

0.91

Fin

0.84

Lon

0.82

Pos

0.78

OtB

0.76

Dri

0.76

Fla

0.72

Cro

0.71

Height

0.69

Hea

0.69

Jum

0.67

Pen

0.67

Cor

0.66

Best Role

MISSING:

---

TOP CATEGORIES

IW

14

16%

CD

8

9%

BWM

8

9%

WB

7

8%

BBM

7

8%

AF

6

7%

BPD

6

7%

PF

5

6%

DLP

5

6%

FB

4

4%

TM

4

4%

W

3

3%

MEZ

2

2%

CWB

2

2%

AP

2

2%

DM

1

1%

SS

1

1%

(Other)

5

6%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Best Role
PROVIDES INFORMATION ON...

last_season

1.00

position

1.00

Position_2020

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Pos

0.86

sub_position

0.77

Division

0.52

Based

0.52

Tea

0.48

Fir

0.46

Acc

0.45

Pas

0.45

THESE FEATURES
GIVE INFORMATION
ON Best Role:

Best Pos

0.66

sub_position

0.59

Division

0.55

Based

0.55

position

0.39

Position_2020

0.39

Tea

0.35

Fir

0.35

Pas

0.33

Acc

0.31

Agi

0.31

Pac

0.30

Sta

0.28

Cnt

0.28

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Best Role
CORRELATION RATIO WITH...

Tck

0.94

Mar

0.93

Fin

0.88

Pos

0.84

Lon

0.83

Dri

0.82

OtB

0.81

Tec

0.81

Fla

0.79

Hea

0.78

Jum

0.76

Cro

0.76

Bra

0.74

Str

0.74

Value

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

highest_market_value_in_gbp

0.91

market_value_in_gbp

0.89

value_2022

0.89

Wage

0.77

PA

0.76

market_value

0.75

value_2020

0.75

CA

0.73

value_diff

0.73

Unnamed: 0.1

-0.58

Age

-0.50

Age_2020

-0.49

Ant

0.43

Unnamed: 0

-0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cmp

0.63

Division

0.56

Based

0.56

Fir

0.49

Best Role

0.49

Acc

0.47

Pac

0.46

Best Pos

0.43

Cnt

0.40

Agi

0.38

Pas

0.35

Dec

0.31

Ref

0.30

Sta

0.27

MOST FREQUENT VALUES

5750000

4

4.4%

2100000

3

3.3%

2000000

3

3.3%

1300000

2

2.2%

1400000

2

2.2%

9000000

2

2.2%

14250000

2

2.2%

2500000

2

2.2%

1100000

2

2.2%

12000000

2

2.2%

3700000

2

2.2%

3500000

2

2.2%

2800000

2

2.2%

425000

2

2.2%

825000

2

2.2%

SMALLEST VALUES

36500

1

1.1%

89000

1

1.1%

90000

1

1.1%

96000

1

1.1%

105000

1

1.1%

130000

1

1.1%

225000

1

1.1%

250000

1

1.1%

325000

1

1.1%

400000

1

1.1%

425000

2

2.2%

600000

1

1.1%

650000

1

1.1%

675000

1

1.1%

750000

1

1.1%

LARGEST VALUES

67000000

1

1.1%

55000000

1

1.1%

50000000

1

1.1%

35000000

1

1.1%

24000000

1

1.1%

20000000

1

1.1%

19000000

1

1.1%

18000000

1

1.1%

17500000

1

1.1%

17250000

1

1.1%

17000000

1

1.1%

15500000

1

1.1%

15250000

1

1.1%

15000000

1

1.1%

14250000

2

2.2%

Wage

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

0.77

value_2022

0.77

Value

0.77

highest_market_value_in_gbp

0.77

market_value

0.76

value_2020

0.76

CA

0.68

PA

0.65

Unnamed: 0.1

-0.57

value_diff

0.56

Ant

0.46

Unnamed: 0

-0.40

Age

-0.35

Age_2020

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.63

Based

0.63

Cmp

0.56

Best Pos

0.55

Best Role

0.53

Pac

0.53

Cnt

0.43

Fir

0.42

Pas

0.39

Acc

0.35

Sta

0.31

Agi

0.31

Tea

0.29

Dec

0.28

MOST FREQUENT VALUES

25000

4

4.4%

6000

3

3.3%

1300

3

3.3%

12500

2

2.2%

3200

2

2.2%

35000

2

2.2%

46000

2

2.2%

14000

2

2.2%

15750

2

2.2%

5000

2

2.2%

8500

2

2.2%

20000

2

2.2%

36000

2

2.2%

2000

2

2.2%

10000

2

2.2%

SMALLEST VALUES

95

1

1.1%

575

1

1.1%

650

1

1.1%

775

1

1.1%

950

1

1.1%

1300

3

3.3%

1800

1

1.1%

2000

2

2.2%

2400

1

1.1%

2500

1

1.1%

2600

1

1.1%

2700

1

1.1%

2900

1

1.1%

3200

2

2.2%

3600

1

1.1%

LARGEST VALUES

140000

1

1.1%

135000

1

1.1%

92000

1

1.1%

80000

1

1.1%

75000

1

1.1%

55000

1

1.1%

52000

1

1.1%

49500

1

1.1%

46000

2

2.2%

36500

1

1.1%

36000

2

2.2%

35000

2

2.2%

33500

1

1.1%

30000

1

1.1%

27500

1

1.1%

CA

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

PA

0.94

Unnamed: 0.1

-0.87

Unnamed: 0

-0.85

Value

0.73

highest_market_value_in_gbp

0.68

Wage

0.68

market_value_in_gbp

0.67

value_2022

0.67

market_value

0.66

value_2020

0.66

Ant

0.61

Vis

0.57

Tec

0.56

value_diff

0.49

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.80

Based

0.80

Pas

0.65

Fir

0.64

Cmp

0.60

Best Role

0.59

Cnt

0.54

Pac

0.51

Dec

0.51

Sta

0.46

Acc

0.45

Agi

0.45

Tea

0.43

Best Pos

0.40

MOST FREQUENT VALUES

130

8

8.9%

136

6

6.7%

120

5

5.6%

121

5

5.6%

122

4

4.4%

125

4

4.4%

134

3

3.3%

123

3

3.3%

115

3

3.3%

135

3

3.3%

148

3

3.3%

142

2

2.2%

127

2

2.2%

140

2

2.2%

100

2

2.2%

SMALLEST VALUES

75

1

1.1%

90

1

1.1%

95

1

1.1%

97

1

1.1%

100

2

2.2%

101

1

1.1%

102

1

1.1%

104

2

2.2%

107

1

1.1%

110

2

2.2%

113

2

2.2%

114

1

1.1%

115

3

3.3%

116

2

2.2%

118

1

1.1%

LARGEST VALUES

166

1

1.1%

158

1

1.1%

150

1

1.1%

148

3

3.3%

145

2

2.2%

142

2

2.2%

141

1

1.1%

140

2

2.2%

139

1

1.1%

138

1

1.1%

136

6

6.7%

135

3

3.3%

134

3

3.3%

133

2

2.2%

132

1

1.1%

PA

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

CA

0.94

Unnamed: 0.1

-0.83

Unnamed: 0

-0.82

Value

0.76

highest_market_value_in_gbp

0.75

market_value_in_gbp

0.73

value_2022

0.73

market_value

0.67

value_2020

0.67

Wage

0.65

Age

-0.60

Age_2020

-0.58

Tec

0.57

value_diff

0.56

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.75

Based

0.75

Fir

0.61

Best Role

0.60

Pas

0.56

Cmp

0.53

Acc

0.50

Cnt

0.49

Pac

0.47

Agi

0.47

Dec

0.47

Sta

0.37

Tea

0.36

Best Pos

0.34

MOST FREQUENT VALUES

135

7

7.8%

125

7

7.8%

130

7

7.8%

140

5

5.6%

145

4

4.4%

110

4

4.4%

150

3

3.3%

120

3

3.3%

151

3

3.3%

155

3

3.3%

124

2

2.2%

149

2

2.2%

131

2

2.2%

146

2

2.2%

136

2

2.2%

SMALLEST VALUES

91

1

1.1%

100

1

1.1%

105

1

1.1%

110

4

4.4%

111

1

1.1%

112

1

1.1%

115

1

1.1%

116

1

1.1%

117

1

1.1%

120

3

3.3%

121

1

1.1%

123

1

1.1%

124

2

2.2%

125

7

7.8%

126

1

1.1%

LARGEST VALUES

189

1

1.1%

181

1

1.1%

169

1

1.1%

168

1

1.1%

165

1

1.1%

163

2

2.2%

160

1

1.1%

157

1

1.1%

155

3

3.3%

154

2

2.2%

151

3

3.3%

150

3

3.3%

149

2

2.2%

148

2

2.2%

147

2

2.2%

Wor

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Bra

0.57

Agg

0.53

Tck

0.42

Nat

0.35

Mar

0.33

Pos

0.32

Ant

0.30

Str

0.30

CA

0.28

Unnamed: 0

-0.28

Det

0.27

Bal

0.26

Fla

-0.24

Ldr

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.68

sub_position

0.59

Sta

0.59

Division

0.58

Based

0.58

Best Pos

0.57

Tea

0.54

position

0.48

Position_2020

0.48

Acc

0.46

Pac

0.40

Cmp

0.40

Pas

0.38

Agi

0.37

MOST FREQUENT VALUES

16

17

18.9%

14

15

16.7%

15

14

15.6%

13

12

13.3%

12

11

12.2%

11

8

8.9%

10

5

5.6%

17

4

4.4%

18

2

2.2%

7

1

1.1%

8

1

1.1%

SMALLEST VALUES

7

1

1.1%

8

1

1.1%

10

5

5.6%

11

8

8.9%

12

11

12.2%

13

12

13.3%

14

15

16.7%

15

14

15.6%

16

17

18.9%

17

4

4.4%

18

2

2.2%

LARGEST VALUES

18

2

2.2%

17

4

4.4%

16

17

18.9%

15

14

15.6%

14

15

16.7%

13

12

13.3%

12

11

12.2%

11

8

8.9%

10

5

5.6%

8

1

1.1%

7

1

1.1%

Vis

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tec

0.71

Dri

0.62

CA

0.57

Unnamed: 0

-0.55

Lon

0.54

PA

0.54

Cro

0.53

Fla

0.51

Unnamed: 0.1

-0.48

Hea

-0.48

Cor

0.47

OtB

0.46

Fre

0.44

Pen

0.42

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.81

Pas

0.75

Best Role

0.73

Division

0.58

Based

0.58

Best Pos

0.57

sub_position

0.57

Agi

0.51

Cnt

0.51

Preferred Foot

0.45

Sta

0.41

Cmp

0.39

Pac

0.39

foot

0.39

MOST FREQUENT VALUES

12

17

18.9%

11

14

15.6%

13

14.4%

9

11

12.2%

14

10

11.1%

10

9

10.0%

8

7

7.8%

15

4

4.4%

16

3

3.3%

5

1

1.1%

6

1

1.1%

SMALLEST VALUES

5

1

1.1%

6

1

1.1%

8

7

7.8%

9

11

12.2%

10

9

10.0%

11

14

15.6%

12

17

18.9%

13

14.4%

14

10

11.1%

15

4

4.4%

16

3

3.3%

LARGEST VALUES

16

3

3.3%

15

4

4.4%

14

10

11.1%

13

14.4%

12

17

18.9%

11

14

15.6%

10

9

10.0%

9

11

12.2%

8

7

7.8%

6

1

1.1%

5

1

1.1%

Thr

MISSING:

---

TOP CATEGORIES

1

30

33%

2

30

33%

3

24

27%

4

5

6%

12

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Thr
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.17

Based

0.17

Best Role

0.14

Cmd

0.13

Ref

0.13

Com

0.12

Kic

0.11

Pac

0.11

Agi

0.10

Pas

0.09

THESE FEATURES
GIVE INFORMATION
ON Thr:

Division

0.38

Based

0.38

Best Role

0.30

Agi

0.16

Pac

0.16

Pas

0.15

Best Pos

0.14

Fir

0.14

sub_position

0.13

Cmp

0.13

Acc

0.13

Cmd

0.12

Cnt

0.12

Com

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Thr
CORRELATION RATIO WITH...

Fla

0.32

Hea

0.31

Bra

0.31

height_in_cm

0.30

Jum

0.30

Ldr

0.28

Pen

0.28

Height

0.27

Tec

0.27

Fin

0.27

Cor

0.26

Lon

0.25

Agg

0.24

Tck

0.22

Tec

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Dri

0.75

Vis

0.71

Fla

0.71

Cro

0.61

PA

0.57

CA

0.56

Unnamed: 0

-0.56

OtB

0.56

Pen

0.54

Hea

-0.50

Mar

-0.48

Lon

0.47

Weight

-0.47

Fre

0.45

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Fir

0.82

Best Role

0.81

Division

0.67

Based

0.67

Best Pos

0.66

Pas

0.65

Agi

0.64

sub_position

0.63

Acc

0.50

Pac

0.48

position

0.44

Position_2020

0.44

Sta

0.43

Cnt

0.43

MOST FREQUENT VALUES

13

19

21.1%

14

16

17.8%

11

13

14.4%

12

13.3%

10

11

12.2%

15

8

8.9%

16

6

6.7%

9

2

2.2%

17

1

1.1%

8

1

1.1%

7

1

1.1%

SMALLEST VALUES

7

1

1.1%

8

1

1.1%

9

2

2.2%

10

11

12.2%

11

13

14.4%

12

13.3%

13

19

21.1%

14

16

17.8%

15

8

8.9%

16

6

6.7%

17

1

1.1%

LARGEST VALUES

17

1

1.1%

16

6

6.7%

15

8

8.9%

14

16

17.8%

13

19

21.1%

12

13.3%

11

13

14.4%

10

11

12.2%

9

2

2.2%

8

1

1.1%

7

1

1.1%

Tea

MISSING:

---

TOP CATEGORIES

15

22

24%

11

16

18%

12

14

16%

13

11

12%

14

7

8%

10

7

8%

16

7

8%

8

2

2%

9

2

2%

7

2

2%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Tea
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

position

0.36

Position_2020

0.36

Best Role

0.35

Best Pos

0.32

Division

0.31

Based

0.31

sub_position

0.30

Agi

0.26

Cmp

0.25

Pac

0.24

THESE FEATURES
GIVE INFORMATION
ON Tea:

Best Role

0.48

Division

0.45

Based

0.45

Best Pos

0.34

sub_position

0.31

Agi

0.27

Pas

0.24

Pac

0.23

Cmp

0.23

Dec

0.20

Fir

0.20

Sta

0.20

Acc

0.19

position

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Tea
CORRELATION RATIO WITH...

Tck

0.66

Mar

0.63

Pos

0.59

Unnamed: 0

0.59

Wor

0.54

Bra

0.53

player_id

0.50

Fla

0.50

Fin

0.49

Dri

0.47

L Th

0.45

Ant

0.45

Ldr

0.44

CA

0.43

Tck

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.90

Pos

0.80

Fin

-0.70

Fla

-0.55

OtB

-0.53

Pen

-0.49

Dri

-0.49

Bra

0.49

Lon

-0.44

Wor

0.42

Ldr

0.38

L Th

0.37

Tec

-0.36

Ant

0.36

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.94

Best Pos

0.91

sub_position

0.91

position

0.89

Position_2020

0.89

Tea

0.66

Division

0.62

Based

0.62

Sta

0.58

Fir

0.45

Pac

0.43

Cnt

0.43

Agi

0.43

Acc

0.42

MOST FREQUENT VALUES

14

16

17.8%

8

12

13.3%

6

12

13.3%

12

9

10.0%

13

9

10.0%

15

8

8.9%

7

7.8%

10

5

5.6%

11

4

4.4%

5

3

3.3%

16

3

3.3%

19

1

1.1%

9

1

1.1%

SMALLEST VALUES

5

3

3.3%

6

12

13.3%

7

7.8%

8

12

13.3%

9

1

1.1%

10

5

5.6%

11

4

4.4%

12

9

10.0%

13

9

10.0%

14

16

17.8%

15

8

8.9%

16

3

3.3%

19

1

1.1%

LARGEST VALUES

19

1

1.1%

16

3

3.3%

15

8

8.9%

14

16

17.8%

13

9

10.0%

12

9

10.0%

11

4

4.4%

10

5

5.6%

9

1

1.1%

8

12

13.3%

7

7.8%

6

12

13.3%

5

3

3.3%

Str

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Jum

0.71

Weight

0.65

Height

0.61

Hea

0.60

height_in_cm

0.57

Bra

0.45

Agg

0.40

Bal

0.39

Cor

-0.38

Dri

-0.36

Cro

-0.35

Tck

0.35

Fla

-0.33

Wor

0.30

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.74

Division

0.65

Based

0.65

Best Pos

0.64

sub_position

0.61

Agi

0.56

Sta

0.44

Cnt

0.43

Acc

0.37

Pac

0.35

Cmp

0.34

Pun

0.34

foot

0.32

Fir

0.31

MOST FREQUENT VALUES

14

15

16.7%

11

15

16.7%

12

13

14.4%

13

12

13.3%

9

10

11.1%

10

9

10.0%

7

4

4.4%

15

4

4.4%

8

2

2.2%

16

2

2.2%

17

2

2.2%

5

1

1.1%

19

1

1.1%

SMALLEST VALUES

5

1

1.1%

7

4

4.4%

8

2

2.2%

9

10

11.1%

10

9

10.0%

11

15

16.7%

12

13

14.4%

13

12

13.3%

14

15

16.7%

15

4

4.4%

16

2

2.2%

17

2

2.2%

19

1

1.1%

LARGEST VALUES

19

1

1.1%

17

2

2.2%

16

2

2.2%

15

4

4.4%

14

15

16.7%

13

12

13.3%

12

13

14.4%

11

15

16.7%

10

9

10.0%

9

10

11.1%

8

2

2.2%

7

4

4.4%

5

1

1.1%

Sta

MISSING:

---

TOP CATEGORIES

14

24

27%

13

21

23%

15

16

18%

12

13%

11

8

9%

16

5

6%

17

3

3%

6

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Sta
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.28

Division

0.27

Based

0.27

Dec

0.21

Tea

0.20

Best Pos

0.20

position

0.18

Position_2020

0.18

sub_position

0.18

Preferred Foot

0.18

THESE FEATURES
GIVE INFORMATION
ON Sta:

Division

0.44

Based

0.44

Best Role

0.43

Best Pos

0.24

Tea

0.23

Dec

0.22

sub_position

0.22

Fir

0.20

Pas

0.20

Agi

0.18

Cmp

0.18

Pac

0.17

Acc

0.14

Cnt

0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Sta
CORRELATION RATIO WITH...

Wor

0.59

Tck

0.58

Bra

0.58

Unnamed: 0

0.56

Agg

0.56

Ant

0.55

Pos

0.54

Dri

0.54

Mar

0.53

Bal

0.48

CA

0.46

Str

0.44

Det

0.44

Lon

0.44

TRO

MISSING:

---

TOP CATEGORIES

2

32

36%

3

29

32%

1

23

26%

4

5

6%

8

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

TRO
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.16

Based

0.16

Best Role

0.12

Ecc

0.11

Fir

0.11

Com

0.10

Tea

0.10

Cmd

0.10

Pac

0.09

Best Pos

0.09

THESE FEATURES
GIVE INFORMATION
ON TRO:

Division

0.36

Based

0.36

Best Role

0.26

Fir

0.18

Best Pos

0.16

Tea

0.15

Pac

0.14

Agi

0.13

Acc

0.13

Cnt

0.12

Ecc

0.11

Pas

0.11

sub_position

0.10

Com

0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

TRO
CORRELATION RATIO WITH...

player_id

0.34

Bra

0.30

Age_2020

0.28

Age

0.28

Vis

0.26

Hea

0.25

fm_player_index

0.25

Jum

0.24

Agg

0.23

L Th

0.21

height_in_cm

0.21

Fre

0.21

Height

0.21

Cro

0.20

Ref

MISSING:

---

TOP CATEGORIES

1

34

38%

3

28

31%

2

24

27%

4

3

3%

8

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Ref
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.15

Based

0.15

Best Role

0.14

Preferred Foot

0.12

Kic

0.12

Thr

0.12

Pas

0.11

Agi

0.11

Com

0.11

sub_position

0.11

THESE FEATURES
GIVE INFORMATION
ON Ref:

Division

0.36

Based

0.36

Best Role

0.32

Agi

0.19

Pas

0.19

sub_position

0.18

Best Pos

0.18

Tea

0.18

Cmp

0.15

Fir

0.14

Sta

0.13

Thr

0.13

Kic

0.12

Acc

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ref
CORRELATION RATIO WITH...

value_diff

0.50

market_value_in_gbp

0.40

value_2022

0.40

highest_market_value_in_gbp

0.39

Bra

0.35

Vis

0.33

Wor

0.31

Value

0.30

Str

0.30

Fin

0.30

Weight

0.29

Tec

0.29

Cro

0.28

CA

0.27

Pun

MISSING:

---

TOP CATEGORIES

3

32

36%

2

26

29%

1

25

28%

4

6

7%

12

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pun
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.15

Division

0.14

Based

0.14

Aer

0.12

Kic

0.12

Ecc

0.11

Preferred Foot

0.10

Agi

0.10

Ref

0.10

1v1

0.09

THESE FEATURES
GIVE INFORMATION
ON Pun:

Best Role

0.32

Division

0.30

Based

0.30

Agi

0.15

sub_position

0.14

Tea

0.14

Dec

0.13

Fir

0.13

Best Pos

0.13

Cnt

0.12

Aer

0.12

Pac

0.12

Kic

0.11

Ecc

0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pun
CORRELATION RATIO WITH...

Str

0.34

Pos

0.33

Weight

0.31

Hea

0.31

Jum

0.30

Height

0.30

Cro

0.28

height_in_cm

0.27

Ant

0.27

Cor

0.26

Bra

0.26

Mar

0.25

Wor

0.25

Unnamed: 0.1

0.25

Pos

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.82

Tck

0.80

Dri

-0.52

Fin

-0.52

Fla

-0.50

Lon

-0.46

OtB

-0.44

Pen

-0.42

Ldr

0.42

Ant

0.39

Det

0.35

Bra

0.35

Tec

-0.34

Wor

0.32

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.84

sub_position

0.79

Best Pos

0.78

Division

0.70

Based

0.70

position

0.70

Position_2020

0.70

Tea

0.59

Sta

0.54

Dec

0.49

Fir

0.48

Pac

0.44

Cnt

0.43

Agi

0.42

MOST FREQUENT VALUES

14

13

14.4%

11

12

13.3%

10

12

13.3%

12

11

12.2%

13

11

12.2%

8

7

7.8%

9

6

6.7%

7

6

6.7%

5

5.6%

6

4

4.4%

4

2

2.2%

15

1

1.1%

SMALLEST VALUES

4

2

2.2%

5

5.6%

6

4

4.4%

7

6

6.7%

8

7

7.8%

9

6

6.7%

10

12

13.3%

11

12

13.3%

12

11

12.2%

13

11

12.2%

14

13

14.4%

15

1

1.1%

LARGEST VALUES

15

1

1.1%

14

13

14.4%

13

11

12.2%

12

11

12.2%

11

12

13.3%

10

12

13.3%

9

6

6.7%

8

7

7.8%

7

6

6.7%

6

4

4.4%

5

5.6%

4

2

2.2%

Pen

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fin

0.66

Fla

0.62

OtB

0.59

Mar

-0.55

Tec

0.54

Lon

0.50

Dri

0.50

Tck

-0.49

Vis

0.42

Pos

-0.42

PA

0.33

Fre

0.32

CA

0.32

Cro

0.31

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.71

Best Pos

0.67

sub_position

0.66

position

0.62

Position_2020

0.62

Fir

0.61

Division

0.51

Based

0.51

Cmp

0.49

Pas

0.40

Pac

0.39

Tea

0.38

Sta

0.38

Agi

0.35

MOST FREQUENT VALUES

12

14

15.6%

9

14

15.6%

8

12

13.3%

5

10

11.1%

10

9

10.0%

7

6

6.7%

11

6

6.7%

15

5

5.6%

6

5

5.6%

14

3

3.3%

4

2

2.2%

16

1

1.1%

17

1

1.1%

13

1

1.1%

1

1.1%

SMALLEST VALUES

1

1.1%

4

2

2.2%

5

10

11.1%

6

5

5.6%

7

6

6.7%

8

12

13.3%

9

14

15.6%

10

9

10.0%

11

6

6.7%

12

14

15.6%

13

1

1.1%

14

3

3.3%

15

5

5.6%

16

1

1.1%

17

1

1.1%

LARGEST VALUES

17

1

1.1%

16

1

1.1%

15

5

5.6%

14

3

3.3%

13

1

1.1%

12

14

15.6%

11

6

6.7%

10

9

10.0%

9

14

15.6%

8

12

13.3%

7

6

6.7%

6

5

5.6%

5

10

11.1%

4

2

2.2%

1

1.1%

Pas

MISSING:

---

TOP CATEGORIES

13

23

26%

12

17

19%

11

12%

14

10

11%

10

8

9%

15

8

9%

8

4

4%

9

4

4%

16

3

3%

7

2

2%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pas
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.33

Division

0.31

Based

0.31

Fir

0.31

Best Pos

0.26

Cmp

0.26

Dec

0.26

sub_position

0.25

Tea

0.24

Acc

0.23

THESE FEATURES
GIVE INFORMATION
ON Pas:

Best Role

0.45

Division

0.45

Based

0.45

Fir

0.31

Best Pos

0.27

sub_position

0.26

Cmp

0.23

Tea

0.23

Dec

0.23

Agi

0.22

Acc

0.22

Cnt

0.20

Pac

0.19

Sta

0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pas
CORRELATION RATIO WITH...

Vis

0.75

Unnamed: 0

0.70

Tec

0.65

CA

0.65

Unnamed: 0.1

0.56

PA

0.56

Cro

0.54

Dri

0.51

Ant

0.50

Hea

0.47

Lon

0.47

Cor

0.45

OtB

0.43

Bal

0.42

Pac

MISSING:

---

TOP CATEGORIES

12

24

27%

13

21

23%

14

16%

15

12

13%

11

6

7%

16

6

7%

17

2

2%

10

2

2%

18

2

2%

8

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Pac
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Acc

0.38

Division

0.31

Based

0.31

Best Role

0.30

Agi

0.27

Best Pos

0.24

Tea

0.23

Cnt

0.22

sub_position

0.20

Fir

0.20

THESE FEATURES
GIVE INFORMATION
ON Pac:

Division

0.48

Based

0.48

Best Role

0.43

Acc

0.38

Agi

0.29

Best Pos

0.27

Tea

0.24

sub_position

0.22

Cnt

0.22

Fir

0.22

Pas

0.21

Dec

0.19

Cmp

0.19

Sta

0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Pac
CORRELATION RATIO WITH...

value_diff

0.64

Dri

0.64

OtB

0.59

Unnamed: 0

0.59

Fla

0.56

market_value_in_gbp

0.56

value_2022

0.56

highest_market_value_in_gbp

0.53

Mar

0.53

Wage

0.53

CA

0.51

Bal

0.50

Tec

0.48

player_id

0.48

1v1

MISSING:

---

TOP CATEGORIES

1

36

40%

3

27

30%

2

22

24%

4

4%

10

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

1v1
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.14

Based

0.14

Best Role

0.14

Kic

0.11

Cmp

0.11

Cnt

0.10

Best Pos

0.10

Pac

0.10

Ref

0.10

Com

0.09

THESE FEATURES
GIVE INFORMATION
ON 1v1:

Division

0.32

Based

0.32

Best Role

0.30

Best Pos

0.17

Cmp

0.17

Cnt

0.16

Tea

0.15

Pac

0.15

Pas

0.14

Fir

0.14

sub_position

0.13

Acc

0.13

Agi

0.13

Kic

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

1v1
CORRELATION RATIO WITH...

Mar

0.36

Tck

0.32

fm_player_index

0.31

Agg

0.27

Tec

0.25

Wor

0.25

Wage

0.25

Pen

0.24

Unnamed: 0.1

0.24

L Th

0.24

Pos

0.24

market_value

0.23

value_2020

0.23

Bra

0.23

OtB

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fin

0.69

Dri

0.65

Mar

-0.64

Fla

0.60

Pen

0.59

Lon

0.57

Tec

0.56

Tck

-0.53

Vis

0.46

Cro

0.45

Pos

-0.44

CA

0.44

PA

0.42

Unnamed: 0

-0.39

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.81

Best Pos

0.76

sub_position

0.75

Fir

0.64

Division

0.60

Based

0.60

Pac

0.59

Acc

0.59

position

0.57

Position_2020

0.57

Agi

0.48

Cmp

0.48

Pas

0.43

Dec

0.42

MOST FREQUENT VALUES

13

18

20.0%

14

17

18.9%

12

10

11.1%

11

9

10.0%

10

8

8.9%

15

7

7.8%

8

5

5.6%

9

5

5.6%

16

3

3.3%

7

2

2.2%

17

2

2.2%

5

1

1.1%

6

1

1.1%

18

1

1.1%

3

1

1.1%

SMALLEST VALUES

3

1

1.1%

5

1

1.1%

6

1

1.1%

7

2

2.2%

8

5

5.6%

9

5

5.6%

10

8

8.9%

11

9

10.0%

12

10

11.1%

13

18

20.0%

14

17

18.9%

15

7

7.8%

16

3

3.3%

17

2

2.2%

18

1

1.1%

LARGEST VALUES

18

1

1.1%

17

2

2.2%

16

3

3.3%

15

7

7.8%

14

17

18.9%

13

18

20.0%

12

10

11.1%

11

9

10.0%

10

8

8.9%

9

5

5.6%

8

5

5.6%

7

2

2.2%

6

1

1.1%

5

1

1.1%

3

1

1.1%

Nat

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Unnamed: 0

-0.41

PA

0.41

CA

0.37

Wor

0.35

Unnamed: 0.1

-0.32

Ant

0.32

Bra

0.29

Tck

0.29

market_value_in_gbp

0.28

value_2022

0.28

highest_market_value_in_gbp

0.28

Value

0.26

Wage

0.24

Mar

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.62

Based

0.62

Best Role

0.54

Best Pos

0.45

sub_position

0.42

Cnt

0.38

Tea

0.38

position

0.38

Position_2020

0.38

Dec

0.38

Pas

0.35

Pac

0.34

Sta

0.33

Fir

0.32

MOST FREQUENT VALUES

14

20

22.2%

13

17

18.9%

15

16.7%

10

11.1%

12

9

10.0%

16

8

8.9%

17

4

4.4%

11

3

3.3%

9

2

2.2%

6

1

1.1%

8

1

1.1%

SMALLEST VALUES

6

1

1.1%

8

1

1.1%

9

2

2.2%

10

11.1%

11

3

3.3%

12

9

10.0%

13

17

18.9%

14

20

22.2%

15

16.7%

16

8

8.9%

17

4

4.4%

LARGEST VALUES

17

4

4.4%

16

8

8.9%

15

16.7%

14

20

22.2%

13

17

18.9%

12

9

10.0%

11

3

3.3%

10

11.1%

9

2

2.2%

8

1

1.1%

6

1

1.1%

Mar

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tck

0.90

Pos

0.82

Fin

-0.72

OtB

-0.64

Fla

-0.61

Dri

-0.60

Pen

-0.55

Lon

-0.52

Tec

-0.48

Ldr

0.45

Bra

0.43

L Th

0.40

Cro

-0.38

Hea

0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.93

sub_position

0.92

Best Pos

0.91

position

0.87

Position_2020

0.87

Tea

0.63

Division

0.62

Based

0.62

Fir

0.54

Pac

0.53

Sta

0.53

Agi

0.52

Acc

0.51

Cnt

0.46

MOST FREQUENT VALUES

12

11

12.2%

5

11

12.2%

10

11.1%

13

10

11.1%

6

9

10.0%

14

8

8.9%

8

6

6.7%

9

5

5.6%

11

5

5.6%

15

4

4.4%

4

4.4%

7

3

3.3%

3

2

2.2%

16

2

2.2%

SMALLEST VALUES

3

2

2.2%

4

4.4%

5

11

12.2%

6

9

10.0%

7

3

3.3%

8

6

6.7%

9

5

5.6%

10

11.1%

11

5

5.6%

12

11

12.2%

13

10

11.1%

14

8

8.9%

15

4

4.4%

16

2

2.2%

LARGEST VALUES

16

2

2.2%

15

4

4.4%

14

8

8.9%

13

10

11.1%

12

11

12.2%

11

5

5.6%

10

11.1%

9

5

5.6%

8

6

6.7%

7

3

3.3%

6

9

10.0%

5

11

12.2%

4

4.4%

3

2

2.2%

L Th

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

0.40

Fin

-0.38

Tck

0.37

Dri

-0.30

player_id

-0.29

Pen

-0.26

Bra

0.25

Fla

-0.24

OtB

-0.23

Ant

0.22

Ldr

0.22

Pos

0.22

Tec

-0.21

Lon

-0.19

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.67

Best Pos

0.62

Division

0.57

Based

0.57

sub_position

0.56

position

0.47

Position_2020

0.47

Tea

0.45

Fir

0.37

Dec

0.36

Cmp

0.35

Pac

0.35

Sta

0.32

Preferred Foot

0.31

MOST FREQUENT VALUES

5

15

16.7%

7

11

12.2%

6

11

12.2%

8

10

11.1%

4

8

8.9%

11

7

7.8%

9

7

7.8%

10

6

6.7%

12

4

4.4%

13

4

4.4%

3

3.3%

2

2.2%

14

2

2.2%

SMALLEST VALUES

2

2.2%

3

3.3%

4

8

8.9%

5

15

16.7%

6

11

12.2%

7

11

12.2%

8

10

11.1%

9

7

7.8%

10

6

6.7%

11

7

7.8%

12

4

4.4%

13

4

4.4%

14

2

2.2%

LARGEST VALUES

14

2

2.2%

13

4

4.4%

12

4

4.4%

11

7

7.8%

10

6

6.7%

9

7

7.8%

8

10

11.1%

7

11

12.2%

6

11

12.2%

5

15

16.7%

4

8

8.9%

3

3.3%

2

2.2%

Lon

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fin

0.59

Cor

0.58

OtB

0.57

Dri

0.56

Fre

0.55

Vis

0.54

Fla

0.53

Mar

-0.52

Cro

0.51

Pen

0.50

Tec

0.47

Pos

-0.46

Hea

-0.44

Tck

-0.44

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.83

Best Pos

0.82

sub_position

0.78

position

0.70

Position_2020

0.70

Fir

0.59

Division

0.51

Based

0.51

Pas

0.47

Agi

0.45

Sta

0.44

Tea

0.36

Cnt

0.35

Acc

0.34

MOST FREQUENT VALUES

12

20

22.2%

11

10

11.1%

13

9

10.0%

8

9

10.0%

10

9

10.0%

7

8

8.9%

5

6

6.7%

14

5

5.6%

9

4

4.4%

6

4

4.4%

16

2

2.2%

15

2

2.2%

3

1

1.1%

4

1

1.1%

SMALLEST VALUES

3

1

1.1%

4

1

1.1%

5

6

6.7%

6

4

4.4%

7

8

8.9%

8

9

10.0%

9

4

4.4%

10

9

10.0%

11

10

11.1%

12

20

22.2%

13

9

10.0%

14

5

5.6%

15

2

2.2%

16

2

2.2%

LARGEST VALUES

16

2

2.2%

15

2

2.2%

14

5

5.6%

13

9

10.0%

12

20

22.2%

11

10

11.1%

10

9

10.0%

9

4

4.4%

8

9

10.0%

7

8

8.9%

6

4

4.4%

5

6

6.7%

4

1

1.1%

3

1

1.1%

Ldr

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Det

0.45

Mar

0.45

Pos

0.42

Ant

0.38

Tck

0.38

Bra

0.37

Dri

-0.31

Unnamed: 0.1

-0.31

Unnamed: 0

-0.29

CA

0.28

Height

0.27

height_in_cm

0.26

Jum

0.24

Wor

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cnt

0.63

Best Role

0.61

Division

0.57

Based

0.57

Best Pos

0.54

sub_position

0.51

Fir

0.44

Tea

0.44

Dec

0.42

position

0.40

Position_2020

0.40

Sta

0.36

Pac

0.33

Preferred Foot

0.32

MOST FREQUENT VALUES

8

20

22.2%

10

11

12.2%

9

10

11.1%

13

9

10.0%

12

9

10.0%

7

7.8%

11

7

7.8%

5

5.6%

6

4

4.4%

14

4

4.4%

16

1

1.1%

2

1

1.1%

15

1

1.1%

17

1

1.1%

SMALLEST VALUES

2

1

1.1%

5

5.6%

6

4

4.4%

7

7.8%

8

20

22.2%

9

10

11.1%

10

11

12.2%

11

7

7.8%

12

9

10.0%

13

9

10.0%

14

4

4.4%

15

1

1.1%

16

1

1.1%

17

1

1.1%

LARGEST VALUES

17

1

1.1%

16

1

1.1%

15

1

1.1%

14

4

4.4%

13

9

10.0%

12

9

10.0%

11

7

7.8%

10

11

12.2%

9

10

11.1%

8

20

22.2%

7

7.8%

6

4

4.4%

5

5.6%

2

1

1.1%

Kic

MISSING:

---

TOP CATEGORIES

2

34

38%

1

29

32%

3

23

26%

4

3

3%

12

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Kic
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.16

Based

0.16

Best Role

0.14

Ref

0.12

Han

0.12

Best Pos

0.12

Dec

0.11

Pun

0.11

1v1

0.11

Pas

0.11

THESE FEATURES
GIVE INFORMATION
ON Kic:

Division

0.38

Based

0.38

Best Role

0.32

Best Pos

0.20

Pas

0.18

sub_position

0.18

Dec

0.17

Agi

0.16

Fir

0.16

Pac

0.14

Cnt

0.13

Ref

0.12

Han

0.12

Sta

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Kic
CORRELATION RATIO WITH...

Bra

0.38

OtB

0.38

Dri

0.37

Tec

0.34

Cro

0.32

Ant

0.28

Jum

0.28

Pen

0.27

height_in_cm

0.27

CA

0.27

Lon

0.27

Height

0.26

Fin

0.26

Str

0.26

Jum

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Height

0.87

height_in_cm

0.85

Hea

0.80

Weight

0.73

Str

0.71

Cro

-0.52

Dri

-0.50

Cor

-0.47

Fla

-0.40

Tec

-0.39

Vis

-0.38

Fre

-0.38

Bra

0.34

Lon

-0.34

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.76

Division

0.68

Based

0.68

Best Pos

0.67

sub_position

0.64

Agi

0.61

Fir

0.54

Cnt

0.43

Acc

0.41

Pas

0.39

Pac

0.37

Preferred Foot

0.33

Ecc

0.33

Tea

0.31

MOST FREQUENT VALUES

8

12

13.3%

13

10

11.1%

11

10

11.1%

10

11.1%

14

8

8.9%

9

8

8.9%

15

8

8.9%

7

6

6.7%

12

6

6.7%

6

5

5.6%

16

3

3.3%

17

2

2.2%

5

2

2.2%

SMALLEST VALUES

5

2

2.2%

6

5

5.6%

7

6

6.7%

8

12

13.3%

9

8

8.9%

10

11.1%

11

10

11.1%

12

6

6.7%

13

10

11.1%

14

8

8.9%

15

8

8.9%

16

3

3.3%

17

2

2.2%

LARGEST VALUES

17

2

2.2%

16

3

3.3%

15

8

8.9%

14

8

8.9%

13

10

11.1%

12

6

6.7%

11

10

11.1%

10

11.1%

9

8

8.9%

8

12

13.3%

7

6

6.7%

6

5

5.6%

5

2

2.2%

Hea

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Jum

0.80

height_in_cm

0.76

Height

0.75

Weight

0.65

Str

0.60

Dri

-0.57

Cro

-0.56

Cor

-0.56

Tec

-0.50

Vis

-0.48

Fla

-0.47

Fre

-0.46

Lon

-0.44

OtB

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.78

sub_position

0.69

Best Pos

0.69

Division

0.61

Based

0.61

Agi

0.60

Fir

0.55

Pas

0.47

Acc

0.44

Pac

0.42

Cnt

0.39

position

0.37

Position_2020

0.37

Tea

0.36

MOST FREQUENT VALUES

12

15

16.7%

8

11

12.2%

14

10

11.1%

13

10

11.1%

10

9

10.0%

7

8

8.9%

9

8

8.9%

6

7

7.8%

11

5

5.6%

15

5

5.6%

16

1

1.1%

5

1

1.1%

SMALLEST VALUES

5

1

1.1%

6

7

7.8%

7

8

8.9%

8

11

12.2%

9

8

8.9%

10

9

10.0%

11

5

5.6%

12

15

16.7%

13

10

11.1%

14

10

11.1%

15

5

5.6%

16

1

1.1%

LARGEST VALUES

16

1

1.1%

15

5

5.6%

14

10

11.1%

13

10

11.1%

12

15

16.7%

11

5

5.6%

10

9

10.0%

9

8

8.9%

8

11

12.2%

7

8

8.9%

6

7

7.8%

5

1

1.1%

Han

MISSING:

---

TOP CATEGORIES

1

35

39%

2

30

33%

3

19

21%

4

5

6%

8

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Han
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.17

Based

0.17

Best Role

0.13

Cnt

0.12

Kic

0.12

Cmp

0.12

Pas

0.11

Dec

0.10

Cmd

0.10

Fir

0.10

THESE FEATURES
GIVE INFORMATION
ON Han:

Division

0.40

Based

0.40

Best Role

0.28

Cnt

0.19

Pas

0.18

Cmp

0.17

Fir

0.16

Dec

0.15

Tea

0.15

Best Pos

0.14

Acc

0.13

Sta

0.13

sub_position

0.12

Agi

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Han
CORRELATION RATIO WITH...

Tck

0.37

Fin

0.36

Pen

0.35

value_diff

0.34

Mar

0.32

market_value_in_gbp

0.30

value_2022

0.30

highest_market_value_in_gbp

0.28

Jum

0.28

OtB

0.27

Bra

0.27

Wage

0.26

Dri

0.26

Pos

0.26

Fre

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Cor

0.77

Cro

0.56

Lon

0.55

Hea

-0.46

Tec

0.45

Vis

0.44

Dri

0.42

Jum

-0.38

Fla

0.37

height_in_cm

-0.34

Height

-0.34

OtB

0.33

Weight

-0.32

Pen

0.32

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.62

Best Pos

0.56

sub_position

0.55

Fir

0.51

Agi

0.48

Division

0.41

Based

0.41

position

0.40

Position_2020

0.40

Tea

0.39

Pas

0.39

Dec

0.34

Cnt

0.30

Preferred Foot

0.29

MOST FREQUENT VALUES

9

16

17.8%

7

13

14.4%

6

9

10.0%

10

9

10.0%

8

8.9%

5

8

8.9%

12

7

7.8%

14

5

5.6%

4

4.4%

3

3.3%

11

3

3.3%

13

2

2.2%

15

2

2.2%

16

1

1.1%

SMALLEST VALUES

3

3.3%

4

4.4%

5

8

8.9%

6

9

10.0%

7

13

14.4%

8

8.9%

9

16

17.8%

10

9

10.0%

11

3

3.3%

12

7

7.8%

13

2

2.2%

14

5

5.6%

15

2

2.2%

16

1

1.1%

LARGEST VALUES

16

1

1.1%

15

2

2.2%

14

5

5.6%

13

2

2.2%

12

7

7.8%

11

3

3.3%

10

9

10.0%

9

16

17.8%

8

8.9%

7

13

14.4%

6

9

10.0%

5

8

8.9%

4

4.4%

3

3.3%

Fla

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tec

0.71

Dri

0.69

Fin

0.63

Pen

0.62

Mar

-0.61

OtB

0.60

Cro

0.56

Tck

-0.55

Lon

0.53

Vis

0.51

Pos

-0.50

Hea

-0.47

PA

0.46

Unnamed: 0

-0.45

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.79

Best Pos

0.72

Fir

0.71

sub_position

0.70

Agi

0.68

Division

0.62

Based

0.62

position

0.60

Position_2020

0.60

Acc

0.56

Pac

0.56

Tea

0.50

Cmp

0.41

Cnt

0.39

MOST FREQUENT VALUES

12

16

17.8%

11

10

11.1%

14

8

8.9%

6

7

7.8%

9

6

6.7%

15

6

6.7%

10

6

6.7%

13

5

5.6%

16

4

4.4%

7

4

4.4%

8

4

4.4%

4

3

3.3%

1

3

3.3%

19

2

2.2%

3

2

2.2%

SMALLEST VALUES

1

3

3.3%

3

2

2.2%

4

3

3.3%

5

1

1.1%

6

7

7.8%

7

4

4.4%

8

4

4.4%

9

6

6.7%

10

6

6.7%

11

10

11.1%

12

16

17.8%

13

5

5.6%

14

8

8.9%

15

6

6.7%

16

4

4.4%

LARGEST VALUES

19

2

2.2%

18

2

2.2%

17

1

1.1%

16

4

4.4%

15

6

6.7%

14

8

8.9%

13

5

5.6%

12

16

17.8%

11

10

11.1%

10

6

6.7%

9

6

6.7%

8

4

4.4%

7

4

4.4%

6

7

7.8%

5

1

1.1%

Fir

MISSING:

---

TOP CATEGORIES

13

18

20%

12

14

16%

11

13

14%

14

12

13%

15

11

12%

10

8

9%

9

5

6%

8

5

6%

16

3

3%

7

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Fir
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.35

Division

0.34

Based

0.34

Pas

0.31

Agi

0.26

Cnt

0.26

Best Pos

0.25

sub_position

0.25

Dec

0.23

Cmp

0.23

THESE FEATURES
GIVE INFORMATION
ON Fir:

Division

0.48

Based

0.48

Best Role

0.46

Pas

0.31

Agi

0.26

Best Pos

0.25

sub_position

0.25

Cnt

0.24

Dec

0.20

Cmp

0.20

Pac

0.20

Tea

0.20

Acc

0.18

Sta

0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Fir
CORRELATION RATIO WITH...

Tec

0.82

Vis

0.81

Dri

0.72

Fla

0.71

Unnamed: 0

0.67

CA

0.64

OtB

0.64

Cro

0.62

Pen

0.61

PA

0.61

Lon

0.59

Fin

0.57

Unnamed: 0.1

0.57

Hea

0.55

Fin

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Mar

-0.72

Tck

-0.70

OtB

0.69

Pen

0.66

Fla

0.63

Lon

0.59

Pos

-0.52

Dri

0.51

Tec

0.44

L Th

-0.38

Vis

0.38

CA

0.33

PA

0.31

value_diff

0.31

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.88

Best Pos

0.84

sub_position

0.83

position

0.80

Position_2020

0.80

Fir

0.57

Division

0.52

Based

0.52

Tea

0.49

Pac

0.44

Cmp

0.41

Sta

0.40

Acc

0.37

Han

0.36

MOST FREQUENT VALUES

12

13

14.4%

7

10

11.1%

9

10

11.1%

10

9

10.0%

6

8

8.9%

8

8.9%

13

7

7.8%

14

7

7.8%

11

7

7.8%

5

6

6.7%

4

2

2.2%

15

1

1.1%

16

1

1.1%

18

1

1.1%

SMALLEST VALUES

4

2

2.2%

5

6

6.7%

6

8

8.9%

7

10

11.1%

8

8.9%

9

10

11.1%

10

9

10.0%

11

7

7.8%

12

13

14.4%

13

7

7.8%

14

7

7.8%

15

1

1.1%

16

1

1.1%

18

1

1.1%

LARGEST VALUES

18

1

1.1%

16

1

1.1%

15

1

1.1%

14

7

7.8%

13

7

7.8%

12

13

14.4%

11

7

7.8%

10

9

10.0%

9

10

11.1%

8

8.9%

7

10

11.1%

6

8

8.9%

5

6

6.7%

4

2

2.2%

Ecc

MISSING:

---

TOP CATEGORIES

3

31

34%

2

27

30%

1

26

29%

4

5

6%

15

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Ecc
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.18

Based

0.18

Best Role

0.13

foot

0.13

TRO

0.11

Tea

0.11

Pun

0.10

Agi

0.10

Ref

0.10

Fir

0.10

THESE FEATURES
GIVE INFORMATION
ON Ecc:

Division

0.42

Based

0.42

Best Role

0.28

Tea

0.18

Fir

0.17

Agi

0.17

Pas

0.16

Acc

0.15

Cnt

0.15

Best Pos

0.14

Pac

0.14

Cmp

0.12

Dec

0.12

sub_position

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Ecc
CORRELATION RATIO WITH...

Hea

0.33

Jum

0.33

Bra

0.31

Mar

0.31

height_in_cm

0.30

Height

0.29

Fre

0.29

Str

0.28

Cor

0.27

Dri

0.26

Vis

0.25

fm_player_index

0.25

Tec

0.24

Fin

0.24

Dri

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Tec

0.75

Fla

0.69

OtB

0.65

Vis

0.62

Mar

-0.60

Cro

0.59

Hea

-0.57

Lon

0.56

Height

-0.53

Weight

-0.52

Pos

-0.52

Fin

0.51

Jum

-0.50

Pen

0.50

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.82

Best Pos

0.76

Fir

0.72

sub_position

0.72

Division

0.69

Based

0.69

Acc

0.66

Agi

0.64

Pac

0.64

Sta

0.54

position

0.52

Position_2020

0.52

Pas

0.51

Tea

0.47

MOST FREQUENT VALUES

12

16

17.8%

13

14

15.6%

11

13

14.4%

9

10

11.1%

8

8.9%

14

7

7.8%

16

6

6.7%

15

6

6.7%

7

3

3.3%

10

3

3.3%

6

2

2.2%

17

1

1.1%

1

1.1%

SMALLEST VALUES

1

1.1%

6

2

2.2%

7

3

3.3%

8

8.9%

9

10

11.1%

10

3

3.3%

11

13

14.4%

12

16

17.8%

13

14

15.6%

14

7

7.8%

15

6

6.7%

16

6

6.7%

17

1

1.1%

LARGEST VALUES

17

1

1.1%

16

6

6.7%

15

6

6.7%

14

7

7.8%

13

14

15.6%

12

16

17.8%

11

13

14.4%

10

3

3.3%

9

10

11.1%

8

8.9%

7

3

3.3%

6

2

2.2%

1

1.1%

Det

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Ldr

0.45

Pos

0.35

Age_2020

-0.35

Ant

0.35

Age

-0.34

Unnamed: 0.1

-0.32

Bra

0.30

PA

0.28

Mar

0.28

Tck

0.27

Wor

0.27

value_diff

0.27

CA

0.25

market_value_in_gbp

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.58

Based

0.58

Cnt

0.55

Best Role

0.52

Sta

0.44

Best Pos

0.40

sub_position

0.36

Cmp

0.35

Tea

0.32

position

0.31

Position_2020

0.31

Fir

0.31

Dec

0.31

Pac

0.28

MOST FREQUENT VALUES

14

18

20.0%

13

15

16.7%

12

15

16.7%

15

12

13.3%

16

9

10.0%

11

6

6.7%

10

4

4.4%

17

4

4.4%

18

2

2.2%

8

1

1.1%

7

1

1.1%

4

1

1.1%

19

1

1.1%

6

1

1.1%

SMALLEST VALUES

4

1

1.1%

6

1

1.1%

7

1

1.1%

8

1

1.1%

10

4

4.4%

11

6

6.7%

12

15

16.7%

13

15

16.7%

14

18

20.0%

15

12

13.3%

16

9

10.0%

17

4

4.4%

18

2

2.2%

19

1

1.1%

LARGEST VALUES

19

1

1.1%

18

2

2.2%

17

4

4.4%

16

9

10.0%

15

12

13.3%

14

18

20.0%

13

15

16.7%

12

15

16.7%

11

6

6.7%

10

4

4.4%

8

1

1.1%

7

1

1.1%

6

1

1.1%

4

1

1.1%

Dec

MISSING:

---

TOP CATEGORIES

13

25

28%

12

19

21%

11

17

19%

10

8

9%

14

8

9%

9

7

8%

8

3

3%

15

2

2%

7

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Dec
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.28

Based

0.28

Best Role

0.26

Pas

0.23

Cmp

0.22

Sta

0.22

Fir

0.20

Tea

0.20

Cnt

0.19

Pac

0.19

THESE FEATURES
GIVE INFORMATION
ON Dec:

Division

0.44

Based

0.44

Best Role

0.39

Pas

0.26

Fir

0.23

Cmp

0.22

Tea

0.22

Best Pos

0.22

sub_position

0.21

Sta

0.21

Agi

0.20

Cnt

0.20

Pac

0.19

Acc

0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Dec
CORRELATION RATIO WITH...

Unnamed: 0.1

0.53

Ant

0.52

CA

0.51

Pos

0.49

PA

0.47

Dri

0.46

Age

0.45

Mar

0.44

Unnamed: 0

0.44

Age_2020

0.43

Tck

0.42

OtB

0.42

Ldr

0.42

Tec

0.38

Cro

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Cor

0.62

Tec

0.61

Dri

0.59

Fre

0.56

Fla

0.56

Hea

-0.56

Vis

0.53

Jum

-0.52

Lon

0.51

Height

-0.49

Weight

-0.48

height_in_cm

-0.47

OtB

0.45

Unnamed: 0

-0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.76

Best Pos

0.71

sub_position

0.69

Division

0.62

Based

0.62

Fir

0.62

Agi

0.61

Pas

0.54

Acc

0.49

Pac

0.46

Tea

0.42

Cnt

0.40

Sta

0.39

Cmp

0.37

MOST FREQUENT VALUES

10

14

15.6%

12

14

15.6%

9

14

15.6%

7

9

10.0%

13

8

8.9%

6

7

7.8%

14

6

6.7%

11

5

5.6%

8

5

5.6%

15

4

4.4%

5

2

2.2%

16

1

1.1%

3

1

1.1%

SMALLEST VALUES

3

1

1.1%

5

2

2.2%

6

7

7.8%

7

9

10.0%

8

5

5.6%

9

14

15.6%

10

14

15.6%

11

5

5.6%

12

14

15.6%

13

8

8.9%

14

6

6.7%

15

4

4.4%

16

1

1.1%

LARGEST VALUES

16

1

1.1%

15

4

4.4%

14

6

6.7%

13

8

8.9%

12

14

15.6%

11

5

5.6%

10

14

15.6%

9

14

15.6%

8

5

5.6%

7

9

10.0%

6

7

7.8%

5

2

2.2%

3

1

1.1%

Cor

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Fre

0.77

Cro

0.62

Lon

0.58

Hea

-0.56

Vis

0.47

Jum

-0.47

Height

-0.41

height_in_cm

-0.40

Tec

0.40

Dri

0.39

Str

-0.38

Weight

-0.38

Fla

0.33

OtB

0.30

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.72

Best Pos

0.66

sub_position

0.61

Division

0.51

Based

0.51

Pas

0.45

Fir

0.43

Agi

0.39

Tea

0.37

Dec

0.36

position

0.34

Position_2020

0.34

Sta

0.34

Cnt

0.31

MOST FREQUENT VALUES

8

14

15.6%

7

13

14.4%

10

12

13.3%

11

7

7.8%

9

7

7.8%

6

7

7.8%

14

6

6.7%

4

5

5.6%

5

5.6%

12

5

5.6%

2

3

3.3%

13

2

2.2%

3

2

2.2%

15

2

2.2%

SMALLEST VALUES

2

3

3.3%

3

2

2.2%

4

5

5.6%

5

5.6%

6

7

7.8%

7

13

14.4%

8

14

15.6%

9

7

7.8%

10

12

13.3%

11

7

7.8%

12

5

5.6%

13

2

2.2%

14

6

6.7%

15

2

2.2%

LARGEST VALUES

15

2

2.2%

14

6

6.7%

13

2

2.2%

12

5

5.6%

11

7

7.8%

10

12

13.3%

9

7

7.8%

8

14

15.6%

7

13

14.4%

6

7

7.8%

5

5.6%

4

5

5.6%

3

2

2.2%

2

3

3.3%

Cnt

MISSING:

---

TOP CATEGORIES

12

18

20%

14

17

19%

10

15

17%

11

14

16%

13

14

16%

9

5

6%

8

3

3%

6

3

3%

15

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cnt
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Best Role

0.28

Division

0.27

Based

0.27

Preferred Foot

0.25

Fir

0.24

Pac

0.22

sub_position

0.20

Acc

0.20

Dec

0.20

Best Pos

0.20

THESE FEATURES
GIVE INFORMATION
ON Cnt:

Division

0.41

Based

0.41

Best Role

0.40

Fir

0.26

sub_position

0.22

Best Pos

0.22

Pac

0.22

Pas

0.21

Agi

0.20

Acc

0.20

Dec

0.19

Tea

0.18

Cmp

0.16

Preferred Foot

0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cnt
CORRELATION RATIO WITH...

Ldr

0.63

Unnamed: 0

0.62

Ant

0.56

Det

0.55

CA

0.54

Unnamed: 0.1

0.54

Vis

0.51

Bra

0.49

PA

0.49

Mar

0.46

Bal

0.44

Dri

0.43

Jum

0.43

Tck

0.43

Cmp

MISSING:

---

TOP CATEGORIES

13

20

22%

12

19

21%

14

16

18%

11

14

16%

10

13

14%

9

3

3%

16

2

2%

17

1

1%

7

1

1%

3

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cmp
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.26

Based

0.26

Best Role

0.25

Pas

0.23

Tea

0.23

Dec

0.22

Fir

0.20

Agi

0.20

Preferred Foot

0.20

Pac

0.19

THESE FEATURES
GIVE INFORMATION
ON Cmp:

Division

0.41

Based

0.41

Best Role

0.37

Pas

0.26

Tea

0.25

Fir

0.23

Dec

0.22

Agi

0.22

Best Pos

0.20

Pac

0.19

sub_position

0.19

Acc

0.18

Cnt

0.17

Sta

0.17

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cmp
CORRELATION RATIO WITH...

value_diff

0.89

market_value_in_gbp

0.76

value_2022

0.76

highest_market_value_in_gbp

0.73

Value

0.63

Ant

0.62

CA

0.60

Bal

0.59

Unnamed: 0

0.59

Wage

0.56

PA

0.53

Pen

0.49

OtB

0.48

Age_2020

0.46

Com

MISSING:

---

TOP CATEGORIES

3

33

37%

2

26

29%

1

25

28%

4

5

6%

12

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Com
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.15

Based

0.15

Best Role

0.13

Thr

0.12

Best Pos

0.11

Ref

0.11

Tea

0.11

Agi

0.10

Dec

0.10

TRO

0.10

THESE FEATURES
GIVE INFORMATION
ON Com:

Division

0.34

Based

0.34

Best Role

0.29

Best Pos

0.19

Tea

0.17

Agi

0.16

Fir

0.15

sub_position

0.15

Dec

0.14

Pac

0.14

Pas

0.13

Cmp

0.12

Thr

0.12

Cnt

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Com
CORRELATION RATIO WITH...

Jum

0.30

Dri

0.29

Str

0.26

Height

0.25

player_id

0.24

Tec

0.24

Cro

0.24

height_in_cm

0.24

Bra

0.23

Hea

0.23

Weight

0.23

Age

0.22

Ant

0.22

highest_market_value_in_gbp

0.22

Cmd

MISSING:

---

TOP CATEGORIES

1

32

36%

2

29

32%

3

26

29%

4

2

2%

10

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Cmd
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Thr

0.12

Division

0.12

Based

0.12

Best Role

0.11

Kic

0.10

Pac

0.10

Acc

0.10

Han

0.09

Preferred Foot

0.09

TRO

0.09

THESE FEATURES
GIVE INFORMATION
ON Cmd:

Division

0.29

Based

0.29

Best Role

0.26

Pac

0.16

Acc

0.16

Pas

0.15

Fir

0.15

Agi

0.14

Tea

0.14

Cnt

0.13

Thr

0.13

Best Pos

0.12

Cmp

0.12

Dec

0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Cmd
CORRELATION RATIO WITH...

Bra

0.28

Dri

0.28

Str

0.27

Tec

0.27

Jum

0.25

Cor

0.25

Agg

0.24

Height

0.22

fm_player_index

0.21

Fin

0.21

Pos

0.20

height_in_cm

0.20

Det

0.19

Wor

0.19

Bra

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Agg

0.58

Wor

0.57

Tck

0.49

Str

0.45

Mar

0.43

Ldr

0.37

Ant

0.36

Hea

0.35

Pos

0.35

Jum

0.34

Bal

0.31

Det

0.30

Nat

0.29

Fre

-0.29

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.74

sub_position

0.58

Sta

0.58

Best Pos

0.57

Division

0.53

Based

0.53

Tea

0.53

Cnt

0.49

Pac

0.44

position

0.44

Position_2020

0.44

Cmp

0.42

Fir

0.40

Kic

0.38

MOST FREQUENT VALUES

14

17

18.9%

15

16

17.8%

12

13.3%

13

9

10.0%

8

8.9%

16

7

7.8%

11

5

5.6%

10

5

5.6%

9

5

5.6%

17

3

3.3%

7

1

1.1%

18

1

1.1%

4

1

1.1%

SMALLEST VALUES

4

1

1.1%

7

1

1.1%

8

8.9%

9

5

5.6%

10

5

5.6%

11

5

5.6%

12

13.3%

13

9

10.0%

14

17

18.9%

15

16

17.8%

16

7

7.8%

17

3

3.3%

18

1

1.1%

LARGEST VALUES

18

1

1.1%

17

3

3.3%

16

7

7.8%

15

16

17.8%

14

17

18.9%

13

9

10.0%

12

13.3%

11

5

5.6%

10

5

5.6%

9

5

5.6%

8

8.9%

7

1

1.1%

4

1

1.1%

Bal

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Unnamed: 0

-0.51

PA

0.49

CA

0.48

Str

0.39

highest_market_value_in_gbp

0.36

market_value_in_gbp

0.35

value_2022

0.35

Wage

0.33

Unnamed: 0.1

-0.33

Value

0.32

value_diff

0.32

Bra

0.31

Wor

0.26

Vis

0.26

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.67

Based

0.67

Cmp

0.59

Pac

0.50

Best Role

0.50

Sta

0.48

Acc

0.45

Cnt

0.44

Pas

0.42

Tea

0.38

Fir

0.34

sub_position

0.33

Agi

0.31

Preferred Foot

0.28

MOST FREQUENT VALUES

13

27

30.0%

12

21

23.3%

14

11

12.2%

15

9

10.0%

11

7

7.8%

10

7

7.8%

16

2

2.2%

9

2

2.2%

8

1

1.1%

7

1

1.1%

17

1

1.1%

4

1

1.1%

SMALLEST VALUES

4

1

1.1%

7

1

1.1%

8

1

1.1%

9

2

2.2%

10

7

7.8%

11

7

7.8%

12

21

23.3%

13

27

30.0%

14

11

12.2%

15

9

10.0%

16

2

2.2%

17

1

1.1%

LARGEST VALUES

17

1

1.1%

16

2

2.2%

15

9

10.0%

14

11

12.2%

13

27

30.0%

12

21

23.3%

11

7

7.8%

10

7

7.8%

9

2

2.2%

8

1

1.1%

7

1

1.1%

4

1

1.1%

Ant

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

CA

0.61

Unnamed: 0.1

-0.56

PA

0.54

Unnamed: 0

-0.52

Wage

0.46

market_value

0.45

value_2020

0.45

Value

0.43

highest_market_value_in_gbp

0.43

market_value_in_gbp

0.42

value_2022

0.42

Pos

0.39

Ldr

0.38

Tck

0.36

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.76

Based

0.76

Cmp

0.62

Best Role

0.56

Cnt

0.56

Sta

0.55

Dec

0.52

Pas

0.50

Fir

0.46

Tea

0.45

Pac

0.40

Best Pos

0.39

sub_position

0.38

position

0.30

MOST FREQUENT VALUES

13

22

24.4%

12

21

23.3%

14

16

17.8%

11

12.2%

15

6

6.7%

10

4

4.4%

16

4

4.4%

7

3

3.3%

9

1

1.1%

18

1

1.1%

8

1

1.1%

SMALLEST VALUES

7

3

3.3%

8

1

1.1%

9

1

1.1%

10

4

4.4%

11

12.2%

12

21

23.3%

13

22

24.4%

14

16

17.8%

15

6

6.7%

16

4

4.4%

18

1

1.1%

LARGEST VALUES

18

1

1.1%

16

4

4.4%

15

6

6.7%

14

16

17.8%

13

22

24.4%

12

21

23.3%

11

12.2%

10

4

4.4%

9

1

1.1%

8

1

1.1%

7

3

3.3%

Agi

MISSING:

---

TOP CATEGORIES

13

18

20%

12

17

19%

11

14

16%

14

12

13%

15

9

10%

10

8

9%

16

4

4%

17

3

3%

8

3

3%

9

2

2%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Agi
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Acc

0.35

Division

0.32

Based

0.32

Best Role

0.31

Pac

0.29

Best Pos

0.29

Tea

0.27

Fir

0.26

sub_position

0.25

Cmp

0.22

THESE FEATURES
GIVE INFORMATION
ON Agi:

Division

0.46

Based

0.46

Best Role

0.41

Acc

0.33

Best Pos

0.30

Pac

0.27

Fir

0.26

Tea

0.26

sub_position

0.25

Pas

0.22

Cmp

0.20

Cnt

0.19

Dec

0.18

Sta

0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Agi
CORRELATION RATIO WITH...

Fla

0.68

Weight

0.68

Dri

0.64

Tec

0.64

Height

0.62

Cro

0.61

Jum

0.61

Hea

0.60

height_in_cm

0.58

Str

0.56

Mar

0.52

Vis

0.51

OtB

0.48

Fre

0.48

Agg

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

Bra

0.58

Wor

0.53

Str

0.40

Tck

0.33

Mar

0.31

Fla

-0.30

Cro

-0.29

Pos

0.27

Ant

0.24

Bal

0.23

Jum

0.23

Cor

-0.22

Vis

-0.21

current_club_id

-0.21

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Best Role

0.61

Division

0.58

Based

0.58

Sta

0.56

sub_position

0.51

Best Pos

0.50

Cmp

0.43

Fir

0.42

Acc

0.41

Agi

0.39

Pas

0.36

Cnt

0.34

Pac

0.31

Dec

0.30

MOST FREQUENT VALUES

14

11

12.2%

12

10

11.1%

13

10

11.1%

15

9

10.0%

16

9

10.0%

8

8.9%

9

7

7.8%

10

7

7.8%

7

6

6.7%

11

4

4.4%

18

3

3.3%

6

2

2.2%

5

1

1.1%

20

1

1.1%

17

1

1.1%

SMALLEST VALUES

4

1

1.1%

5

1

1.1%

6

2

2.2%

7

6

6.7%

8

8.9%

9

7

7.8%

10

7

7.8%

11

4

4.4%

12

10

11.1%

13

10

11.1%

14

11

12.2%

15

9

10.0%

16

9

10.0%

17

1

1.1%

18

3

3.3%

LARGEST VALUES

20

1

1.1%

18

3

3.3%

17

1

1.1%

16

9

10.0%

15

9

10.0%

14

11

12.2%

13

10

11.1%

12

10

11.1%

11

4

4.4%

10

7

7.8%

9

7

7.8%

8

8.9%

7

6

6.7%

6

2

2.2%

5

1

1.1%

Aer

MISSING:

---

TOP CATEGORIES

1

30

33%

3

28

31%

2

25

28%

4

6

7%

12

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Aer
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Division

0.15

Based

0.15

Best Role

0.13

foot

0.13

Pun

0.12

Preferred Foot

0.12

Cnt

0.12

Agi

0.11

Acc

0.11

Best Pos

0.11

THESE FEATURES
GIVE INFORMATION
ON Aer:

Division

0.34

Based

0.34

Best Role

0.28

Agi

0.18

Cnt

0.17

Best Pos

0.17

Acc

0.16

Pas

0.16

Tea

0.15

sub_position

0.14

Pac

0.14

Fir

0.14

Pun

0.12

Dec

0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Aer
CORRELATION RATIO WITH...

player_id

0.29

Jum

0.28

Height

0.27

height_in_cm

0.26

Bra

0.26

Dri

0.26

Str

0.25

Cro

0.24

L Th

0.24

Unnamed: 0

0.24

Age

0.22

Wor

0.22

Det

0.21

Lon

0.20

Acc

MISSING:

---

TOP CATEGORIES

13

22

24%

12

17

19%

14

16

18%

15

13

14%

11

9

10%

16

6

7%

10

4

4%

9

2

2%

17

1

1%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

Acc
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

real

1.00

Pac

0.38

Agi

0.33

Best Role

0.31

Division

0.28

Based

0.28

Best Pos

0.26

sub_position

0.25

Preferred Foot

0.23

Pas

0.22

Cnt

0.20

THESE FEATURES
GIVE INFORMATION
ON Acc:

Best Role

0.45

Division

0.42

Based

0.42

Pac

0.38

Agi

0.35

Best Pos

0.29

sub_position

0.28

Pas

0.23

Tea

0.21

Cnt

0.20

Fir

0.20

Dec

0.18

Cmp

0.17

Sta

0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Acc
CORRELATION RATIO WITH...

Dri

0.66

OtB

0.59

Fla

0.56

Weight

0.51

Mar

0.51

Age

0.50

PA

0.50

Tec

0.50

Age_2020

0.49

Cro

0.49

Value

0.47

highest_market_value_in_gbp

0.47

Wor

0.46

market_value_in_gbp

0.46

country_of_citizenship_y

MISSING:

---

9

10%

-

Spain

6

7%

-

Turkey

5

6%

-

Portugal

5

6%

-

Germany

5

6%

-

England

4

4%

-

Russia

4

4%

-

Brazil

4

4%

-

Argentina

3

3%

-

France

3

3%

-

Denmark

3

3%

-

Ukraine

3

3%

-

Algeria

3

3%

-

Scotland

3

3%

-

Nigeria

3

3%

-

Italy

3

3%

-

Greece

3

3%

-

Netherlands

2

2%

-

Austria

2

2%

-

Colombia

2

2%

-

Belgium

1

1%

-

Kosovo

1

1%

-

Bosnia-Herzegovina

1

1%

-

Mexico

1

1%

-

Equatorial Guinea

1

1%

-

Norway

1

1%

-

Poland

1

1%

-

Sweden

1

1%

-

Uzbekistan

1

1%

-

Senegal

1

1%

-

Ecuador

1

1%

-

Switzerland

1

1%

-

Japan

1

1%

-

Slovakia

1

1%

-

Guinea

1

1%

-

Guinea-Bissau

Transfermarkt_Name

MISSING:

---

1

1%

-

jan-bednarek

1

1%

-

welthon

1

1%

-

anton-zabolotny

1

1%

-

connor-goldson

1

1%

-

farid-boulaya

1

1%

-

ozan-tufan

1

1%

-

carlos-akapo

1

1%

-

dorukhan-tokoz

1

1%

-

victor-tsygankov

1

1%

-

marten-merquelanz

1

1%

-

mason-holgate

1

1%

-

erick-gutierrez

1

1%

-

haris-hajradinovic

1

1%

-

kevin-behrens

1

1%

-

ibragim-tsallagov

1

1%

-

joachim-andersen

1

1%

-

marc-cucurella

1

1%

-

chidera-ejuke

1

1%

-

sergiy-sydorchuk

1

1%

-

joao-cancelo

1

1%

-

nikos-ioannidis

1

1%

-

marvin-peersman

1

1%

-

danilo-soares

1

1%

-

miguel-mellado

1

1%

-

facundo-bertoglio

1

1%

-

ryan-jack

1

1%

-

robert-andrich

1

1%

-

isä±k-kaan-arslan

1

1%

-

benjamin-bourigeaud

1

1%

-

luis-suarez

1

1%

-

danilo-cataldi

1

1%

-

jens-stage

1

1%

-

nick-bakker

1

1%

-

bogdan-mykhaylichenko

1

1%

-

manuel-prietl

1

1%

-

juan-foyth

1

1%

-

abdon-prats

1

1%

-

benno-schmitz

1

1%

-

abel-camara

1

1%

-

erling-haaland

1

1%

-

moses-simon

1

1%

-

xaver-schlager

1

1%

-

leonardo-spinazzola

1

1%

-

luis-rioja

1

1%

-

callum-mcgregor

1

1%

-

ansu-fati

1

1%

-

alfredo-morelos

1

1%

-

amir-rrahmani

1

1%

-

emrah-bassan

1

1%

-

borja-mayoral

1

1%

-

rick-karsdorp

1

1%

-

liam-cooper

1

1%

-

dennis-appiah

1

1%

-

wilfred-ndidi

1

1%

-

fidel

1

1%

-

carlos-gruezo

1

1%

-

federico-macheda

1

1%

-

djibril-sow

1

1%

-

curtis-main

1

1%

-

giorgos-masouras

30

33%

-

(Other)

value_2022

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

1.00

highest_market_value_in_gbp

0.99

value_diff

0.91

Value

0.89

Wage

0.77

PA

0.73

market_value

0.68

value_2020

0.68

CA

0.67

Unnamed: 0.1

-0.57

Age

-0.56

Age_2020

-0.54

Ant

0.42

Unnamed: 0

-0.36

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cmp

0.76

Pac

0.56

Division

0.52

Based

0.52

Fir

0.52

Best Role

0.46

Acc

0.46

Cnt

0.41

Ref

0.40

Agi

0.34

Best Pos

0.32

Han

0.30

Pas

0.30

Dec

0.28

MOST FREQUENT VALUES

1350000.0

6

6.7%

22500000.0

5

5.6%

3150000.0

4

4.4%

7200000.0

4

4.4%

16200000.0

4

4.4%

1800000.0

4

4.4%

11700000.0

3

3.3%

6300000.0

3

3.3%

540000.0

3

3.3%

180000.0

3

3.3%

2700000.0

3

3.3%

630000.0

2

2.2%

1980000.0

2

2.2%

25200000.0

2

2.2%

6750000.0

2

2.2%

SMALLEST VALUES

135000.0

1

1.1%

180000.0

3

3.3%

270000.0

1

1.1%

315000.0

1

1.1%

360000.0

2

2.2%

405000.0

1

1.1%

450000.0

1

1.1%

540000.0

3

3.3%

630000.0

2

2.2%

653000.0

1

1.1%

810000.0

1

1.1%

1080000.0

2

2.2%

1350000.0

6

6.7%

1620000.0

1

1.1%

1800000.0

4

4.4%

LARGEST VALUES

135000000.0

1

1.1%

63000000.0

1

1.1%

58500000.0

1

1.1%

54000000.0

2

2.2%

29700000.0

1

1.1%

25200000.0

2

2.2%

24300000.0

1

1.1%

22500000.0

5

5.6%

19800000.0

2

2.2%

18000000.0

2

2.2%

16200000.0

4

4.4%

14400000.0

1

1.1%

12600000.0

2

2.2%

11700000.0

3

3.3%

9000000.0

2

2.2%

date

MISSING:

---

9

10%

-

2019-12-20

6

7%

-

2019-12-17

5

6%

-

2019-12-10

5

6%

-

2019-12-19

5

6%

-

2019-12-18

5

6%

-

2019-08-20

4

4%

-

2019-12-23

4

4%

-

2019-09-10

3

3%

-

2019-10-04

3

3%

-

2020-01-08

3

3%

-

2019-10-08

3

3%

-

2019-12-12

2

2%

-

2019-09-23

2

2%

-

2019-09-09

2

2%

-

2019-12-13

2

2%

-

2019-12-30

2

2%

-

2020-02-04

1

1%

-

2019-10-17

1

1%

-

2020-02-20

1

1%

-

2019-08-23

1

1%

-

2019-09-27

1

1%

-

2019-12-31

1

1%

-

2019-09-03

1

1%

-

2019-08-06

1

1%

-

2019-12-28

1

1%

-

2019-09-25

1

1%

-

2019-08-01

1

1%

-

2020-10-12

1

1%

-

2019-10-28

1

1%

-

2019-10-16

1

1%

-

2019-09-12

1

1%

-

2020-09-11

1

1%

-

2020-04-08

1

1%

-

2019-10-07

1

1%

-

2020-02-27

1

1%

-

2019-09-19

1

1%

-

2020-01-03

1

1%

-

2020-08-27

1

1%

-

2020-02-17

1

1%

-

2020-02-05

1

1%

-

2019-10-11

1

1%

-

2019-10-02

market_value

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_2020

1.00

Wage

0.76

Value

0.75

highest_market_value_in_gbp

0.69

market_value_in_gbp

0.68

value_2022

0.68

PA

0.67

CA

0.66

Unnamed: 0.1

-0.61

Ant

0.45

Age_2020

-0.41

Age

-0.41

Unnamed: 0

-0.40

Tec

0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.68

Based

0.68

Best Role

0.67

Best Pos

0.57

Fir

0.47

Acc

0.42

Pas

0.41

Cnt

0.41

Sta

0.37

Cmp

0.35

Agi

0.33

Pac

0.32

Dec

0.31

Tea

0.27

MOST FREQUENT VALUES

1800000

9

10.0%

900000

8

8.9%

13500000

5

5.6%

720000

4

4.4%

45000

3

3.3%

495000

3

3.3%

4050000

3

3.3%

6300000

3

3.3%

360000

2

2.2%

3600000

2

2.2%

450000

2

2.2%

2700000

2

2.2%

315000

2

2.2%

1350000

2

2.2%

18000000

2

2.2%

SMALLEST VALUES

45000

3

3.3%

90000

1

1.1%

135000

1

1.1%

180000

1

1.1%

270000

2

2.2%

315000

2

2.2%

360000

2

2.2%

405000

1

1.1%

450000

2

2.2%

495000

3

3.3%

540000

1

1.1%

630000

1

1.1%

720000

4

4.4%

765000

1

1.1%

810000

1

1.1%

LARGEST VALUES

45000000

1

1.1%

40500000

1

1.1%

22500000

2

2.2%

21600000

1

1.1%

19800000

1

1.1%

18000000

2

2.2%

16200000

1

1.1%

15300000

1

1.1%

13500000

5

5.6%

11700000

1

1.1%

10800000

2

2.2%

9000000

1

1.1%

7200000

1

1.1%

6750000

1

1.1%

6300000

3

3.3%

value_2020

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value

1.00

Wage

0.76

Value

0.75

highest_market_value_in_gbp

0.69

market_value_in_gbp

0.68

value_2022

0.68

PA

0.67

CA

0.66

Unnamed: 0.1

-0.61

Ant

0.45

Age_2020

-0.41

Age

-0.41

Unnamed: 0

-0.40

Tec

0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Division

0.68

Based

0.68

Best Role

0.67

Best Pos

0.57

Fir

0.47

Acc

0.42

Pas

0.41

Cnt

0.41

Sta

0.37

Cmp

0.35

Agi

0.33

Pac

0.32

Dec

0.31

Tea

0.27

MOST FREQUENT VALUES

1800000

9

10.0%

900000

8

8.9%

13500000

5

5.6%

720000

4

4.4%

45000

3

3.3%

495000

3

3.3%

4050000

3

3.3%

6300000

3

3.3%

360000

2

2.2%

3600000

2

2.2%

450000

2

2.2%

2700000

2

2.2%

315000

2

2.2%

1350000

2

2.2%

18000000

2

2.2%

SMALLEST VALUES

45000

3

3.3%

90000

1

1.1%

135000

1

1.1%

180000

1

1.1%

270000

2

2.2%

315000

2

2.2%

360000

2

2.2%

405000

1

1.1%

450000

2

2.2%

495000

3

3.3%

540000

1

1.1%

630000

1

1.1%

720000

4

4.4%

765000

1

1.1%

810000

1

1.1%

LARGEST VALUES

45000000

1

1.1%

40500000

1

1.1%

22500000

2

2.2%

21600000

1

1.1%

19800000

1

1.1%

18000000

2

2.2%

16200000

1

1.1%

15300000

1

1.1%

13500000

5

5.6%

11700000

1

1.1%

10800000

2

2.2%

9000000

1

1.1%

7200000

1

1.1%

6750000

1

1.1%

6300000

3

3.3%

value_diff

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

market_value_in_gbp

0.91

value_2022

0.91

highest_market_value_in_gbp

0.89

Value

0.73

Wage

0.56

PA

0.56

CA

0.49

Age

-0.48

Age_2020

-0.46

Unnamed: 0.1

-0.38

Bal

0.32

Fin

0.31

market_value

0.30

value_2020

0.30

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

Cmp

0.89

Pac

0.64

Fir

0.52

Ref

0.50

Division

0.42

Based

0.42

Acc

0.38

Best Role

0.37

Han

0.34

Cnt

0.34

Agi

0.31

Tea

0.24

Pas

0.24

Best Pos

0.23

MOST FREQUENT VALUES

135000.0

6

6.7%

900000.0

6

6.7%

450000.0

5

5.6%

1800000.0

4

4.4%

180000.0

4

4.4%

4950000.0

4

4.4%

90000.0

3

3.3%

4500000.0

3

3.3%

7200000.0

3

3.3%

9000000.0

3

3.3%

45000.0

3

3.3%

1350000.0

3

3.3%

630000.0

2

2.2%

2700000.0

2

2.2%

720000.0

2

2.2%

SMALLEST VALUES

23000.0

1

1.1%

45000.0

3

3.3%

90000.0

3

3.3%

135000.0

6

6.7%

180000.0

4

4.4%

220000.0

1

1.1%

270000.0

2

2.2%

315000.0

1

1.1%

360000.0

1

1.1%

450000.0

5

5.6%

630000.0

2

2.2%

720000.0

2

2.2%

810000.0

1

1.1%

850000.0

1

1.1%

855000.0

1

1.1%

LARGEST VALUES

124200000.0

1

1.1%

43200000.0

1

1.1%

31500000.0

1

1.1%

19800000.0

1

1.1%

15390000.0

1

1.1%

14400000.0

1

1.1%

13500000.0

2

2.2%

11700000.0

1

1.1%

10800000.0

2

2.2%

9900000.0

2

2.2%

9000000.0

3

3.3%

8550000.0

1

1.1%

7200000.0

3

3.3%

6300000.0

1

1.1%

5400000.0

1

1.1%

value_cat

MISSING:

---

TOP CATEGORIES

1

90

100%

0

0%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

value_cat
PROVIDES INFORMATION ON...

last_season

1.00

pred

1.00

real

1.00

Pac

0.00

Tea

0.00

sub_position

0.00

Best Pos

0.00

Kic

0.00

Sta

0.00

Cmp

0.00

Cnt

0.00

Preferred Foot

0.00

Best Role

0.00

Thr

0.00

THESE FEATURES
GIVE INFORMATION
ON value_cat:

last_season

1.00

position

1.00

sub_position

1.00

foot

1.00

Position_2020

1.00

Division

1.00

Based

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Thr

1.00

Tea

1.00

Sta

1.00

TRO

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

value_cat
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

player_id

0.00

current_club_id

0.00

height_in_cm

0.00

market_value_in_gbp

0.00

highest_market_value_in_gbp

0.00

Age_2020

0.00

fm_player_index

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Age

0.00

Value

0.00

Wage

0.00

pred

MISSING:

---

TOP CATEGORIES

False

90

100%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

pred
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

real

1.00

Pac

0.00

Tea

0.00

sub_position

0.00

Best Pos

0.00

Kic

0.00

Sta

0.00

Cmp

0.00

Cnt

0.00

Preferred Foot

0.00

Best Role

0.00

Thr

0.00

THESE FEATURES
GIVE INFORMATION
ON pred:

last_season

1.00

position

1.00

sub_position

1.00

foot

1.00

Position_2020

1.00

Division

1.00

Based

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Thr

1.00

Tea

1.00

Sta

1.00

TRO

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

pred
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

player_id

0.00

current_club_id

0.00

height_in_cm

0.00

market_value_in_gbp

0.00

highest_market_value_in_gbp

0.00

Age_2020

0.00

fm_player_index

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Age

0.00

Value

0.00

Wage

0.00

real

MISSING:

---

TOP CATEGORIES

True

90

100%

ALL

90

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

real
PROVIDES INFORMATION ON...

last_season

1.00

value_cat

1.00

pred

1.00

Pac

0.00

Tea

0.00

sub_position

0.00

Best Pos

0.00

Kic

0.00

Sta

0.00

Cmp

0.00

Cnt

0.00

Preferred Foot

0.00

Best Role

0.00

Thr

0.00

THESE FEATURES
GIVE INFORMATION
ON real:

last_season

1.00

position

1.00

sub_position

1.00

foot

1.00

Position_2020

1.00

Division

1.00

Based

1.00

Preferred Foot

1.00

Best Pos

1.00

Best Role

1.00

Thr

1.00

Tea

1.00

Sta

1.00

TRO

1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

real
CORRELATION RATIO WITH...

Unnamed: 0.1

0.00

player_id

0.00

current_club_id

0.00

height_in_cm

0.00

market_value_in_gbp

0.00

highest_market_value_in_gbp

0.00

Age_2020

0.00

fm_player_index

0.00

Unnamed: 0

0.00

Height

0.00

Weight

0.00

Age

0.00

Value

0.00

Wage

0.00